{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Talib\n",
    "Talib是python用于金融技术分析的包。\n",
    "\n",
    "\n",
    "**TA_Lib提供什么样的函数？**\n",
    "\n",
    "重叠研究（Overlap Studies）\n",
    "\n",
    "动能指标（Momentum Indicators）\n",
    "\n",
    "周期指标（Cycle Indicators）\n",
    "\n",
    "成交量指标（Volume Indicators）\n",
    "\n",
    "波动率指标（Volatility Indicators）\n",
    "\n",
    "数学操作（Math Operators）\n",
    "\n",
    "数学变换（Math Transform）\n",
    "\n",
    "统计功能（Statistic Functions）\n",
    "\n",
    "价格转换（Price Transform）\n",
    "\n",
    "形态识别（Pattern Recognition）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1、 TA_Lib需要什么样的数据格式？\n",
    "\n",
    "'numpy.ndarray'\n",
    "\n",
    "dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[109.272 109.902 110.724 112.568 114.85 ]\n"
     ]
    }
   ],
   "source": [
    "import talib as ta\n",
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "data = pd.read_excel('sz50.xlsx', sheetname='600036.XSHG', index_col='datetime')\n",
    "\n",
    "#读取'numpy.ndarray'\n",
    "print(ta.MA(data.close.values, 5)[-5:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n"
     ]
    }
   ],
   "source": [
    "print(type(data.close))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "datetime\n",
      "2017-11-14 15:00:00    118.426\n",
      "2017-11-15 15:00:00    118.462\n",
      "2017-11-16 15:00:00    118.162\n",
      "2017-11-17 15:00:00    118.442\n",
      "2017-11-20 15:00:00    118.536\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "#直接读取DataFrame,默认读取cloumns名为close的数据。\n",
    "print(ta.abstract.MA(data, 5).tail())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2、 Band\n",
    "多个返回值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "upperBand , middleBand, lowerBand = ta.BBANDS(data.close.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[120.07386407 120.07328024 120.60352084 121.2296413  121.54995687] \n",
      " [118.426 118.462 118.162 118.442 118.536] \n",
      " [116.77813593 116.85071976 115.72047916 115.6543587  115.52204313]\n"
     ]
    }
   ],
   "source": [
    "print(upperBand[-5:], '\\n', middleBand[-5:],'\\n', lowerBand[-5:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4iLyJzQbHXAV5i6BwY5vXJ8WEU1SpPXFyeCrqPD26J7jKVc9p//yKC/79LQ98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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f276dfe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15, 7))\n",
    "plt.plot(upperBand)\n",
    "plt.plot(middleBand)\n",
    "plt.plot(lowerBand)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3、 Momentum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stocks = pd.Panel({s: pd.read_excel('sz50.xlsx', sheetname=s, index_col='datetime') \n",
    "                   for s in ['600036.XSHG', '600050.XSHG', '600000.XSHG']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ROCR100 = pd.DataFrame({item: ta.ROCR100(value.values) for item, value in stocks.minor_xs('close').iteritems()}, \n",
    "             index = stocks.minor_xs('close').index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TiwAuIqHSTL8cmAjyjm88zTu/9QxjgXBJnqOifEPgbgG7M/n3uy8ygfXAq+U9LyGEKJA/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72W0NBQjhw5wr59LUsPb7zxRgICAjh48CAHDx6s/zyHHEIJxpF+OYqRN7F3716OHm1ZNnfHHXcA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f23d52e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure(figsize=(15, 7))\n",
    "plt.hlines(100,ROCR100.index[0],ROCR100.index[-1] , linestyles='dashed', alpha=0.5)\n",
    "plt.plot(ROCR100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4、 Volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PH0G4nwe/+2QH3u6uPDD3+FaOdKb546JYuC2f9RllTDvKcMhv00oAOH1o68bm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xXHFdMGUClbeOZCD8/+ujDg/SRFh3Nqh3A+S4nlxv8s5qZvC4DTieBkRod/xlWrPsW1YgozBHDN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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f2762feb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "volume = pd.Series(np.array(data.volume.values, dtype='float64'), index=data.index)\n",
    "volumeSMA = pd.Series(ta.MA(volume.values,10), index=data.index)\n",
    "volumeLMA = pd.Series(ta.MA(volume.values,20), index=data.index)\n",
    "\n",
    "fig, (ax, ax1) = plt.subplots(2, 1, sharex=True, figsize=(15,7))\n",
    "ax.plot(data.close)\n",
    "ax1.bar(volume.index, volume.values,color='g')\n",
    "ax1.plot(volumeSMA)\n",
    "ax1.plot(volumeLMA)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5、 Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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umj2urobDYbF6Vw4/rk/lx/V7CPB249ZBrWji7sK47mFMX53C46M74OfpWrtiQzvDBf+2\nu9h9dilMvhwumwidxh3vY5/14tIKueOzlezJK+WRke24pm8kQU3ssXM/bUjlnsmr+Xzpbm4eeIxJ\nSUpyYP039pIZaRvsbS6eLHOJZW7YbVxWi1pu6NeS7KJy3pgdT0ZhGRtS8skvraR/60AePa8dm1ML\n+NfPW1mxK4dXr+iGv9eBY+imrEpm1e5cHhnZjot7hBPR1JPC8iqyiypwWBYWEBHoXX9LhjRCCnoi\nIiIiZ7i1SXlUOyxiD7fe2dEUpPKP3MfxcFrL4vBbGHDrq+DsgsNhsSYpj5nrU/lpQyppBWW4uTgx\nrH0wd5zThibu9q+QN/aP4puVyUxfncwtxwoTB/MNg1t+gi+ugik3w00/2GP4pFZWJ+Zyw8RleLu7\n8NUd/enV8sB/+/O7NGNw2yA+/HU14wKTaepaBZWlUFlS817z9Z7V9jjK6gpo3o3KUS/h1G4UTk0j\nuenZX7k+MOAIFRzqwRHtcFjw1px4BkYH8tcxHekc5gfYLcn/W7Kb/5u5mbFv/cG71/Wkewt7cp6q\nagcfLNhB9xb+/OXcaHvmTsDXwxVfj1r+AUEOoaAnIiIicoZbnpCDk+GQX/aPyuGAb27EIzeeD5r/\ng7eSO3DZj1spLKti6c5s9uSX4ebsxJD2wTzZtQPDO4buDXh/6hLuR7cIP75ekcTNA6L2/oJea14B\ncMN0+GAoTB0Pd/0BTYKP7xpnoR2ZRYz/dAXBPu58dUd/mvkdOvbNVBTzZvNfcUt8lyZflR75Yl6B\n0Ps26H4dW6xIbvlkBW03Z/DK5c0pq3TQIuDwE7AcycMj23Ftn0hCfd0P+HkwxnDTgCi6t/Dnnsmr\nueL9xfx1TEduHhDFj+tTScop5ZmxnY7/Z0iOSEFPRERE5AxWVlnNnK3pdGzui8/xtH6s+tierfDi\n9xnS7ALe/e8Svl2TQhN3FzqF+fLY6PaM6Bh6zGteEduCp2dsZGNKATERfsf/AO4+cMUkmDgcvr3D\n7jrqdJLr/TViGYVl3PTxcpyMYdKtfQ4b8khZBV9eS0BRGomh5/JoWm+yKt3p2LIZF8dG0zO6OcbV\nG1w97ZcxLNuZzW3/W4KTMSyMz+KRKWsBiGjqedw1HramGt1a+PPT/YN5ZMpa/v7DZpYn5LAjs4i2\nIU0Y0bHxj7c7lRT0RERE5KxSWe3gyv8u4ZrekVzZu0VDl3NSMgvLuf1/K9m0p4BXLu927BP+VJAK\ns/8OrYZAt6tpbwzrnj3vhGq4sFsYz/+4mW9WJp1Y0AN7Gv3zX4IfHoDfn4cRz57YdRq5ovIqbvlk\nBTnFFXx1Rz9aBnofetDWn2DqrdAkBMb/RmSLPrxYUsHkZYl8ungXn03NolPzCu44pzVjuzbFqrb4\ncOEO3pwTT4umnvxvfF/en7eDz5buBjjuFr3a8PNy5cMbY5m4MIEXf9lKtcPi31d20/i7OqagJyIi\nImeV3zansyYxDzdnpzM66OWXVHLJe4vIKirn/et7Mapzs9qf/MsEe0zWBa+f9Jpjfp6unN+lGTPW\npvDU2I72AtYnoudNsGcN/PFv8GkGfe88qboam4oqB3d/voqtaYVMvCmWrhGHWXx+3Vcw425o3h2u\n/doOe4C/lxv3DovmtsGt+G7NHj5YuJMHv17LS79sxdPVmZ1ZxYzqHMqLl3alqbcbz1zQiS2pBaxJ\nyjuhFr3aMMZw+zmt6dnSn3lxmVzYLaxe7nM2U9ATERGRs8r/luwCYHViDsV7NuPt4gQhHRq0phPx\n88ZUknNL+eL2vgxoE1T7E9d9DZu/g+F/g8Bjz9JZG1fGtmDG2j3M2pTGhV3DKKqoOuokGpZl8fKs\nOHw8XLhnaLS90RgY85q9oPbPE8DN214bTWO2sCyLJ6atZ2F8Fi9f3pVh7UMOPWjbrzDjHogaDNd8\naX//DuLu4syVvVtwea8I5m/L5MOFO8krqeSTW3ofcE03Fyc+urk38emFeLnVb1zo1TKAXi1rP+GL\n1J7W0RMREZGzRnx6IaNen8dbwd/TveB3IkzNwsudL4URz0HTlg1Z3nG55ZPlbM8sYsFjw2o/gUVO\nArw/2O4qefNMcDrB1reDOBwWQ16dS25xJZXVDsqrHHQO82VMTHPGxjQnKujA0PHZkl08890mAN6/\nviejuzTft7Oy1F52IXGxvU7awAeh8yXgfPa0Tzz17QY2pOTz3nU9iWjqxcu/bOW9eTt4ZGQ77hve\n9tATklfCpAshqK397+p+lAXs5YyjBdNFREREjuHZGRtot+rvXOf8G79bvSiOHM6FrYDFb9tdGX3D\noEmo3XWwSSj4NLcXZPZpDiEdwTf8tGhhKiyrpNfzs7mxf0uevqBT7U6qroRPxkDmVrh7EfhH1mlN\nP21I5bu1KUQGeNHE3ZW5cRmsTcoDOCD05ZVWcsX7ixkYHURucQU7s4r56f7BB44Fq6qAjVPhjzcg\nK86udcD90ON6e/KQRmzJjmyu+XApxkCgtzsXdw9j4h8JXNs3kn9e3OXQUJ+7Gz48F9ybwPjf9nbX\nlMZDQU9ERETkKIrLq5j4wr08YL6CgQ9wU9IFJOWW8PsjQyE/BVZ9AnlJUJQGhen2e2nugRfxCoK2\nI2HQQxDcvkGeA+CHdXu478s1TLmrP72jjtHtrTQXVk2C5R9AQQpc9hHEXH5K6kzJK+XnDanM3JDK\nmkQ79Lm5OBHcxJ2Z9w+isKyKMW8tpE1wE6bc1R9X54Nm23Q4YNvP8MfrkLzC/v73uwt630aZiy8f\nL0rg8l4RhPgceZbHM0lltYMxby6ktLKa96/vxd2TV5GUU8qIjqG8f31PXA7+/pQXwcej7J/b2+fY\nLXrS6CjoiYiIiBxJ0gqSfnqFFqmzyG59MYHXf8LERbv4v5lbWPTEuYT7H6GVqKocitLtIJi+0Z62\nfvN3dvfCzhfDqBfsVsBT7C9frGbpzmyW/XUEzkeaqTB7Byx7H9ZMhspiaHWO3SrWduSpLbbGn6Fv\nyY5sHhrZji7h9gydP67fw1++WMMT53fgriFHGDNoWbB7MSx6A+J/Bc+mzGr7LHcuD2FgdCCf3doX\nJydDaUU18RmFxIT7nbbrsVmWxbb0Iv7YnsXqxFw2JOeTU1zB2JjmeLk788miXUy8MZYRnULJKirn\nx3V7uKp3JJ5uB3WzLc6C7++3g/B1UyF6eMM8kNQ7BT0RERE5e5Xm2UGsIBUK90DBQa/CPRQbb2a4\njObaCf/BuLizLb2Q815fwEuXxXBV7yN3Y7Qsi6U7c4iJ8LMXDC/OhqXvwpL3wNkNRr9wSicNKa+q\nptfzs7mwW3P+dWnXg4u1A9GSdyHuJ3BygZgroN/d0Lzr4S94Grjzs5XMi8tk1oPnEBXkTWFZJSUV\n1YT6HqalLnU9jhn34pS+ni/MWJ4tvYrHx8RwYbcwxk9awaY9BfRvHchTYzvuDZMNLS2/jEXbs/ij\n5pVZWA5AuL8n3Vr44eHizM8b0yitrObcDiF8fHPvw1+oMA22/GD/sWH3IrAcMPolu5VTGi0FPRER\nETmrWJbFgvgsejttxWv6TVCSvW+nWxO7pc03DHzCKAyMof/Podw6rAsPn9d+7/n9/jWH2KgA3r22\n52HvUVRexYSp65m5IZVwf09evCyGwW2D7Z05O+G7+2D3H9D7dhjzyikJe3O3ZnDLpysOmSkRsAPe\nrL+CZwD0vs1++Zz+i1CnF5Qx4rX5xET4MaRdMO/M3U5hWRW9Wjbl4u5hjIlpTmAT973Hf75oG5U/\nP80tLrPY5d6e8UV3U+TdgqKyKm4cEMXXK5LIKa6gU3Nfekc1JTYqgN5RAUddyLsuFZVXsXRH9t5g\ntz2jCIBAbzcGRgcxKDqIgW2DDmhJLiir5PctGQxuG3TAs5KfvC/cJS4FLAhqB53G2a9mMafkmaTh\nKOiJiIjIWeXnDanM/vINXnSbSHmTcLwvfBkT0MqeOMXD94BjP1mUwN9/2Mzsh88hOmTfjISPT13H\nTxvSWPj4MJp6ux1wTnx6IXd+vopdWcXcPrg1v21JZ2dmMfcOa8Njo2qWY3A44LdnYMk7MPJ5GHh/\nvT/3n8Fz1TMjcHfZrztfcTa81R0iesPVk8+4SUsmL9vNU99uBGBY+2B6Rjblh/V72JZehLOT4Zy2\nQYzrHs6w9iGMeWshzfw8mDo0G2vGvZSUV/Afl+u54MbH6BgZSkFZJZ8v3c3i7dmsTsylpKIagBYB\nnvRuGUBsVACjOoceGKhOQmW1g3VJeXawi89ibVIeVQ4LD1cn+rQKZFB0IIOig+nQzKd2i4JbFiQs\nsIN7/Cx7W0jnfeHuDFwORE6cgp6IiIg0SuVV1QcGmhpvvvYPHih8jbUuXbmx6C9EhodxcfdwLuwW\ndkiXv0veW0RZpYOfHxh8wPa4tELOf3MB4we14qmx+2av/G5tCk9O34CXmwtvX9OD/m0CKaus5qlv\nNzJtdTJf3dGPfq0D7YMdDph6C2yeARe+CV2vBtf6aTmqrHYQ+3+zObdDCK9f1f3Anb88aY/Ju3ux\nPUPoGcbhsPhw4U46h/kxqO2+dQG3phUwY80efli3h5S8UlycDFUOa1+LZl4ilVNvxzV5KXj42xPN\n+IaDVwB4BlDl0ZQdRW6syjQs3uNg6e5Csooq8HR15sYBLbnznDYEHBTyj8WyLHZkFrEwPotF27NY\nujOHovIqjIGu4Xb9A6OD6NWy6WF/do9qzxr46XFIXm5PPtN7PMRcCUHRx3cdaTQU9ERERKTRmbk+\nlQe/XsNTYzpy88BWe7dvXTGbVj9eRU5gD0LunsnXq9P5cnkiG1LyMQYGtAlkXLdwRsc0I7+kksEv\nz2XC6A7cPfTQyT4enbKO79ftYe6jQwlu4s4LP23h08W76B3VlHeu7XlAaCytqOa8N+bj6uTETw8M\nxsO15pf4yjL47GJIXAIuntBqMESPsF91tCg5wNy4DG75ZMXeyTr2ykmAd3pD92vgorfr7H6nE4fD\nYlViLjPWpOCw4IVL9ltqwLLsbo3L/mMvHF5VesTrWG5NqHLzZwstmZrblg3e/fj0ocvx8zzyAu8A\nGYU14+zis1m0PYu0gjIAWgZ6MaimO2b/NoH4ex1faNwrdzcseAXWfA7eQTDsKeh2Tb390UDOHAp6\nIiIi0qjkl1Yy/LX5FJRVUlHl4L5zo3l4ZDtMfjL5bw8mv9qNoAf/wMt/3zi17RlFfL9uD9+tTWF3\ndgluLk60DPAiPqOIPyYMI6Kp1yH3SckrZdir8xjWPpiMwnLWJOZx26BWTDi/w6HT/QML4zO54aPl\n/GVYNI+O2m+Jhapy2Dkfts+2Xzk77O1NW9mBr/1oaH0uOB16zdp6dMo6Zm1KY+XT+3XbtCz4+nrY\nPgfuXwO+zY9+kbNBRQmU5thLS5Tk2F/vfc+F4kxIWgp5iTgsw2a/wXS5/CmI7Lf3EtUOiwXbMvd2\nx4xLLwSgqZcrA6KDGBxtt9odsP7fichPgd//D9Z/DcYJ+twBQyeAx+kxkYw0vBMNei71UYyIiIjI\nyXrt1zhyisv59p6BfLEskbd/307B5t+YUPxvTFUZs7u/x63+B05GEh3ShIdHtuOhEW1Zl5zPd2tT\n+GFdKue0Cz5syAN75sMb+7Vk4h8JeLs58951PRkTc+SwNLhtMJf2DOf9+Tu4rFcErYK87R0u7tDu\nPPsF9mQt2+fYr7WTYcWHVDdtzbvFI4i95D4GdDy+BcsrqhzM2pTGeZ2aHdgdcMErsPVHGPF3hbw/\nuXnZL7+IIx9jWZCzkyVT36Tznqn2enTdroUxL4O7Dy/8tIWP/kjAzcWJPlEBXNIznEHRQXRq7lu7\ncXa1sXE6/PigvUB83zthwH0NslyHNE5q0RMREZHTzrqkPC5+bxE39Y/iuYs6YzkcrJ38V7rteJ8d\njjAeqn6AjyfcRMjhpt8/yJ+/6xxtXbX80krenhPP1X0iiQ5pcsxrZhaWM/jl3xkbE8ZrV3Y79gNV\nlcOWH8ie8yaBeevJNX74nvsQzn1uB3f7fg6HxWu/xeHs5ESXMF9iIvxo5uuxt+45W9IZP2kln9zc\nm2EdagLu+m9g+u12QLn4vVO2xENjUlJRxbjXf+XGqm+5vmoqxj+S1N5PcP6PLozs0Y7nL+6yr4uu\nZdn/lpWu3nPOAAAgAElEQVQl9qui5PBf7/1caq9heMC+UqgohrI8SF1nT55z6QcQ0LphvxFy2lLX\nTREREWkUqh0W4979g4yCcmY/MgRfD1d7zbpZT2J1vYqtvf5BuZMH3Vv4N2idz/+4mU8X72LOw0OI\n+rNV7xju/3INaRvnca/TdIY4r4cmzWDUP6HLZUxbncIjU9YdcHxQEzc6h/kRE+7HmqRcNqYUsOKp\nEbi5OMGmb2H6HdCiL1w/HVxOcGyY7O2Oe1tkOk+V/xuTn0Q1BgLa4Oyo3BfQKkvsteuOh5Or3bro\n6m3PhOrmBa41r1aDYcAD4KxOdnJkp7zrpjHmY+ACIMOyrC412wKAr4EoYBdwpWVZuTX7ngTGA9XA\n/ZZlzTrRe4uIiMiZa31yHk7GEOLjTrCP+yEtbZ8t2cXGlALevqaHHfK2/mSvDdfxQszF79PxJMa4\n1aU7h7Tm86W7efv37bVq1XM4LBZtz+KcrsN4J7cvn2auZmKTKThPG0/1io/5LfV8ukX04Ivb+7E1\nrYCNKQVsSMlnY0o+f2zPotphcU2fFrg5G1j4Gsz5hx3yrvpMIe8kDW4bzEuXxTBhGiwJfQvP8jX8\ntUMaPT3S7HD2ZzBz86r5/Gdo867Z9+fXNcfu/7Xz0Sd5EakvJ/Png0+Bd4D/7bftCWCOZVkvGmOe\nqPk8wRjTCbga6AyEAbONMe0sy6o+ifuLiIhIAyurrObJ6RvILq4g3N+DMD9PwvztV7i/J838POzW\npxqb9xRw0TuL9n6+olcEr1yxLyRlFJTx2q/bGBrtxwU+22DWu7DyYwjrDpd8cFITmdS1EB8Pru/X\nkk8X7+K+c6OP2aq3ObWA7OIKBrcNolWQN5e8l8uT7V/n/7qvpmrOP3m/chEFzn3xXjiQXu4+9HL3\ngXY+0KUJFS7eJBVCRNHv8OEDsGc1dLkcxr2rWRnryFW97TGTT0zfQMuAnnS5bgi4nD4/byLH64SD\nnmVZC4wxUQdtHgcMrfl6EjAPmFCz/SvLssqBBGPMdqAPsORE7y8iIiIN78Wft/LtmhRiwv3YvKeA\nrKLyA/YbA4+Nas89Q+01wObGZQDw5tXdmbMlg6mrk/nLudG0DPSGglR+m/wRr1rzGZm+GfO/InB2\ng9ZD7SUD3E5ydsN6cOeQ1ny2ZDefL93N0xd0OuqxC+OzABgUHUSIrwe3DWrFxD8SmBcfRXX5GzwW\nvJSry2fC4rfAUXXAuW7A3kUamneDMa9C79s0Jq+OXdU7ksgAb0J93Q/4A4XImaiuOwSHWpaVWvN1\nGvDnAi/hwNL9jkuu2XYIY8wdwB0AkZHHNxuViIiInDrz4jL4dPEubhkYxbMXdgbsFr60/DL25JWS\nnFfK50t38/mS3dw9pA3GGObFZRAT7se4mFCGlv5G380/UPz5RHDLhPQNXAcUeoTgFHMFtD0PWp2z\nd7KS01GIjwcDogOZvSWdp8Z2POqELwvjM+nQzGfvBDJPX9CJ82Oa8c+ZW9icWknvq5+C4H/VTPhR\nBuVFUF4A5YVQUWR/Dm4PAa2OeA85ef3bBDZ0CSJ1ot5GflqWZRljjnumF8uyPgA+AHsyljovTERE\nRE5aTnEFj05ZT/tQHyaM7mCHk6J0PLK2EZUZR1RWPGTFcUFxHKtKAklYkEpg97HkJG7hoc7F8N6D\n+GXHc7GrL+k5PlS2bMPHrjey1KUn/3noBnA7cyanGNExlKdnbGRHZhHRIT6HPaa0opqVu3K5eWDU\nAdt7tQxg2t0DKKmoxtu95pmNqRnf5QlNguu5ehFprOr6v6LpxpjmlmWlGmOaAxk121OAFvsdF1Gz\nTURERM5A/1uyi+zicr6+NACPr66A5JVQnr/vALcmENQO11b9abVpARFz74W59zLHDYgHgjvA1V8Q\n59mfS/+zhPb5PsQVFvLZ+D54nEEhD2B4xxCengG/bc44YtBblpBNRbWDQdFBh+wzxuwLeSIidaSu\n/6vyPXAT8GLN+3f7bf/CGPNv7MlY2gLL6/jeIiIicgpYlsX3a5L5e/B82kyfZLc8xVxudysMame/\nfMPAGFyBf0xahnfSAs4LSGNRhhvP3TgGl5b9wdmFnkC3Fv6sS8rjwm5hDG575rVgNffzJCbcj9lb\n0rl7aJsD9pVWVDNpyS7en78DH3cX+rQKaJgiReSsczLLK3yJPfFKkDEmGXgWO+B9Y4wZD+wGrgSw\nLGuTMeYbYDNQBdyrGTdFRETOTJt3JPBswbP2OnDtx8AFb4BP6BGPH9stgge2dGJmaRdGdgrFpXXP\nA/bff240L/y0hWfGdqzv0uvNiI6hvDFnG1lF5QQ1caeiysHXKxJ56/ftZBaWM6RdMI+Pbr9v4W0R\nkXp2MrNuXnOEXcOPcPw/gX+e6P1ERETkNJC4lIivbyDaKZfSUa/i2e/YMz8O7xiKm4sTFVUOhrQ7\ntMVueMdQhnc8clA8E4zoFMLrs7cxe3M6Ls5OvDF7G8m5pfSJCuDda3uqJU9ETjl1CBcREZFjKy+E\nOc9jLf+AQkJ4u8XbPN3/SH/zPVATdxeGtQ9m1qZ0hrQ/87pm1kan5r6E+Xnw12834LAgJtyPf14S\nwzltg446E6eISH1R0BMREZGjS14FU26C/GRS29/AqHVDeKXvwOO6xKPntWdIuxBCfRvn4t7GGG7o\nH8XPG1O5Z2gbRnVupoAnIg1KQU9EROQ0tnlPAbdNWsFXd/QnMrABFgxf/T+Y+Qj4NINbZ/HiIjec\n3DM4t0PIcV2mbagPbUMPPyNlY3H30DaHTMYiItJQFPREREROY8sSstmTX8bUVUk8fF77ur9BXiIk\nLoOi9INeGfZ7STa0HgqXf8L38WV8v24Ndw1po0lFREROcwp6IiIip7GErGIAZqzdw0Mj22GMYXd2\nMVtSCxjdpfmJXzh+Nix9D3b8Dlj2Nmd3e/bMJqEQ0Boi+0FIJ+h1C9uzS3li2nJ6tWzKI+e1O/kH\nExGReqWgJyIichrbmWkHvcScEtYk5dEtwp87P1vF1rRC3r22J2O7nkDYW/8NTL8dfMNhyAToNA78\nwsHd97AzaFZUObj789V4ujrz7rU9cXV2OtnHEhGReqagJyIichrbmVnEiI4hLIjP4rs1KcSlFbI1\nrZBmvh5MmLaejs19aB3cpPYX3D4Ha8bdlIb1x+mGaXh4eh/zlNWJucRnFPHWNT1o5tc4J1MREWls\n9Cc5ERGR01RpRTV78svoGuHPiI4h/LA+ldd+jSO2ZVOm3zMAV2fDPZNXU1BWWavrle1aQfkX1xFv\nRdB353hen5dYq/OWJ+RgDAxp2ziXRhARaYwU9ERERE5Tf47Pax3szbju4eQUV5BVVMEzF3QizN+T\n16/qzrb0Qka8Np+Z61OxLOvIF8vaDpOvIL2qCR+2eJnwZqHM3pxeqzqWJ+TQoZkvfl6udfFYIiJy\nCijoiYiInKb+DHqtgrwZ2j6YYB93rugVQbcW/gAMbR/CjHsHEuLrzr1frOaWT1eQlFNy4EUcDsje\nAZ9fQqXD4mH3v/HyLedxRWwLdmQWH3r8QSqrHazanUvfVgH18owiIlI/NEZPRETkNLUzswiwg567\nizOzHxqCl/uByxp0jfBnxj0DmbRkN//+NY4bX5/GM52zGeq2BafExZCfAlY1uDXhIdfnCArvjDGG\noe2Def5HmLctkxv6tTxiDRtT8imtrKaPgp6IyBlFQU9EROQ0lZBVTHM/D7zc7P9dH7brZFEmLgnz\nGZ+zgJuazsclfxdshTzji9VyIE1jrgSfZuSG9GX2+0n8dYDdGtg6yJuIpp7Mj8s4atBbnpADQO8o\nBT0RkTOJgp6IiMhpakdWMa2DjzIrZsIC+PwyqK4Adz9cogZB/7tY4ujMo/PKSdlawfuxvRjdpRkr\nN6cDSfSIbAqwt1Vv+uoUyquqcXc5/ALoyxNyaB3sTbCPez08oYiI1BeN0RMRETkNWZZFQmYRrYOO\nsHRCcTZMvwP8W8Ltv8OEBLjmC+h3N/0HnMOvjwyjZaAXHy9KAOwlElycDDHhfnsvMbRdCCUV1axI\nyD3sLaodFst35Wh8nojIGUhBT0RE5DSUXVxBQVkVrYIO06JnWfDdvVCSDZd/BOG9wOnAFjlvdxeu\njG3B8oQcErKKWZOYS6cwXzxc9x03IDoQN2cn5m/LOGwNcWmFFJZVaXyeiMgZSF03RURETkP7L61w\niNWTYNvPMOoFaN7tiNe4rGcEr/0ax1crElmfnM+VsS0O2O/l5kKfVgFMWrybGWv3HHJ+eWU1AH1a\nBZ7Ek4iISENQ0BMRETkN/Tnj5iFdNyvLYO6/ILI/9L37qNdo5ufBkHbBfLpoF+VVDnpE+h9yzMPn\ntWPKyuQjXqNloBfh/p7H/wAiItKgFPREREQaSHlVNUk5JVQ5LKqqLaocFtUOB5XVFkt2ZOPm4kR4\n04NC1upJUJQGl00Ep2OPwLgytgVz4zIB6FkzEcv+ekY2Pex2ERE5synoiYiINICyymoufncRW9MK\nj3hMTLgfzk5m34bKMlj4b2g5CFoNrtV9hncMJcDbDScDEQeHRhERabQU9ERERBrAG7Pj2ZpWyNNj\nOxLu74mLsxMuTgZnJ4OLk8HF2enQiVj2b82rJTcXJ569sBMlFdUYY459goiINAoKeiIiIqfYuqQ8\nPliwg6t7t+C2wa1rd1J50XG35v1pXPfwE6hSRETOZHW+vIIx5gFjzEZjzCZjzIM12wKMMb8ZY+Jr\n3jUYQEREzkqV1Q4em7qOUF8P/jq2Y+1PXPSG3Zo34tn6K05ERBqNOg16xpguwO1AH6AbcIExJhp4\nAphjWVZbYE7NZxERkbPO5j0FbEsv4rFR7fH1cK3dSXmJsPhtiLkCWvSp3wJFRKRRqOsWvY7AMsuy\nSizLqgLmA5cC44BJNcdMAi6u4/uKiIicEXZl2+vjxYT71f6k3/4GGBjxXH2UJCIijVBdB72NwGBj\nTKAxxgsYA7QAQi3LSq05Jg0IPdIFjDF3GGNWGmNWZmZm1nF5IiIiDWt3dgkALQK8andC8irY9C0M\nfAD8IuqxMhERaUzqdDIWy7K2GGNeAn4FioG1QPVBx1jGGOso1/gA+AAgNjb2iMeJiIicMMuyu0OW\n5YHlqHlZ4Kje73PNy7MpNIuBOpqxcld2Mc39PPBwda7dCSsmgpsPDLivTu4vIiJnhzqfddOyrI+A\njwCMMS8AyUC6Maa5ZVmpxpjmQEZd31dEROSo8hIhYSHsWggJC6AgpfbnhsZA7C3Q4wZwcTupMnZn\nl9AysJateWX5dmtet6vBvclJ3VdERM4udR70jDEhlmVlGGMiscfn9QNaATcBL9a8f1fX9xURkdNb\ntcOiuKKq9hOQnIiKEijO3NdSV1ECO+bAlh8ga5t9jFcgRA2CqIfANwyM034vc9BnJ/u8lR/DzIft\n61z1+UmFrt3ZJYzoGFK7gzdMgapS6HnjCd9PRETOTvWxjt40Y0wgUAnca1lWnjHmReAbY8x4YDdw\nZT3cV0RETmPvzd3OBwt38vMDg4loWssWrSNJWAgbvoHiLDvYFWdCUSZUFh96rHGGqIEQeyu0OgeC\nO1JYUc0rs+Io2FlJc39Pwvw8aO7nSXN/D8L8PPH3ct23uHjUIOh1C6ydDN/fB59dDNdNsbt0Hqei\n8iqyisppGeh97IMBVk2yu42G9Tjue4mIyNmtPrpuHrKKq2VZ2cDwur6XiIicOZbvyqGwrIonpm3g\ns/F99gWp41FdCfP+ZS8c7uELfi3AOxiatrLfvYPsd09/cHKxX2E9wTtw7yUSs0u47X8r2JFpj5VL\nW59KlePAIeGers7cNzyae4ZG2xuMgR7Xg7svTBsPn18Gt/wMLu7HVf7umhk3a9V1c89aSFsPY16t\ns/GBIiJy9qiPFj0REZEDWJbFhpR8gn3c+WN7Fl+tSOKaPpHHd5HqSvjsEnuMXY8b4PyXwK2WLWM1\n1ifncfMnK6h2WHx2ax8GRAfhcFhkFZWTkldKan4Ze/JKmRuXwWu/bmNkx1Dahvrsu0Cni4CP4Jsb\n4OfH4cI3j+v+f864ecygl7YRfnkCXDzstfNERESOk4KeiIjUu5S8UvJKKnl+XGd+3pjGP2duoayy\nmu4t/OkU5ou7Sy1moJz3LzvkXfT2CY1Zi0sr5MaPl9PE3YXPxvelVZAdEp2cDCG+HoT4evBnB8lL\ne0Yw9JW5PPfDJj4f3/fA1sdOF8Ggh+CP1yE8FnreUOsadu1t0TtCQM3Yaj/n5hl26+HoF+3WSRER\nkeOkoCciIvVuY0o+ADER/gxtH8KNHy/n7z9sBsDN2YmOYb50j/Cje6Q/3Vs0JSrQ68BwtWsR1sJ/\n86PzCHbl9ud4FxrYlVXM9R8tw83ZiS9u60fkMVrUArzdeOS89jz7/SZmbUpndJdmBx4w7GlIWQ0/\nPABbvofOl0D7MccMZYnZJQQ1caeJ+0H/+83aDvNfhA1T7VbKcx6D/vee0DhAERERUNATEZFTYENK\nPs5Ohg7NfPBwdWbuo0NJzS9lXVIea5LyWJuYx5RVyUxashsAfy9XukX40z3ChyGeCbRf/DCZVigT\niq+F+Tu4oX9L/L1qv8zBk9M3UFntYMqd/Y8Z8v50Xd9IvliWyP/N3MzwjiG4Ojvt2+nsAldOsscK\nbpoB8XeDsxu0GV4T+s63xxAeZFd2MVH73z93N8x7EdZ/ZXfTHPgADLj/gDGFIiIiJ0JBT0RE6t3G\nlALahjQ5YJHw5n6eNPfzZHSX5oC9/MK29EI27kqldMtvNEv7nV67lxNoCim23Plv4Mt8NHYo13y4\nlE8W7eKhke1qde/U/FKWJmTz0Ih2B463OwYXZycmnN+eWz9dyU8bUhnXPfzAAzybwnnPw8h/QMoq\ne727Td/Ctp/B2R3ajbInUvEJ3XvK7uwS+repCXE5CfDRSCgvhH73wMAHoUlwresTERE5GgU9ERGp\nV5ZlsTEln3M7HGXtuKIMnLf9QsetP9Fx51yoKgN3P6o6j2Jb4BDiffvwXI+2uLs4M7JTKJ8u3sXt\n57Q+tAvkYfy4LhXLgou6hR137UPbhdA62JuP/kjgom5hh58p1BiIiLVfI5+H5BV24Fs9yZ485paZ\n4NmUsspqUvPLiAr0hpIcmHwFOKrgzoUQXLvQKiIiUlsKeiIiUq/SCsrILq6gS7jfgTsyt0HcTNj6\nkx2OsOzlEnreBB3GQMuBuDi70g7YPwbdM7QNv21O54tlu7njnDbHvP/36/bQNcKPqKDjm6ET7Ila\nbhnYimdmbGTl7lx6RwUc6wSI7Gu/2o2CL660A90NM0jMs5dwaO1n4KvrIG833PidQp6IiNQLBT0R\nEalXG5LtiVj2Br2iTLulK32D/bl5Nxj6pB3uQrscc824HpFNGRgdyCuz4lgYn8XwDiGc2yH0sGPv\nErKK2ZCSz9NjO55w/Zf1DOfVWXF8tDDh2EFvf22GweWfwDc3wqdjSe/xGj6UMHTF3ZC+Ai7/CFoO\nOOG6REREjkZBT0RE6tXGlHycDHRqXjM5ycLXIGMzjH4JOl4AfhHHfc3XrujOxIU7+T0ug+d+2Mxz\nP2ymTbA3wzuGMqx9CLFRTXF1duL7tXswBi7oevzdNv/k5ebCtX0j+e/8HSTllNAioHaTuQD28109\nGabfSZ9fL2aKmz/emal2yOty2QnXJCIicizGsqyGruGIYmNjrZUrVzZ0GSIichJu/XQFybkl/PrQ\nEMhPhrd6QNcrYdy7dXL9XVnF/L41g7lxGSzbmUNFtYMm7i70bNmUbWmFtAz04us7+5/UPdLyyzjn\n5blc0iOcly7vevw1xm+kZPL1tCEF92snQ7vzTqoeERE5exhjVlmWFXu856lFT0RE6sWcLelMXpbI\nvLgMroxtYW+c/zJYFgyZUGf3iQry5tZBrbh1UCuKyqv4Iz6LhfGZrNiVQ1pBGY+Pbn/S92jm58EN\n/VvyyaIEbhvc6qizd1Y7LKasTGL66hQGRAcyomMod03PoNL5X0y/pTPhEZEnXY+IiMixqEVPRETq\n3JId2Vzz4VJCfd25olcLbhvcCv/SJHinN/QeD2NeOSV1lFdV4+7ifOwDayGnuIIhL8+lX5tAPrzx\n8H9YXZ2Yy7PfbWJDSj4tAjxJyikFwNPVma/u6Ee3FkdfUF1ERORgatETEZHTxpKd2TgZmPPI0H1L\nIMx5C5xdYfAjp6yOugp5AAHebtw1tA2vzIpj5a4cYvebmCWjsIyXfo5j2upkQn3defPq7lzULYyk\nnFKmrU6mb6sAhTwRETmlFPRERKTOrUnMpUMz330hr7wINkyFzpeCT7OGLe4k3DIwikmLd3Hfl2t4\n7qLOnNshhE8X7eLNOfGUV1Vz15A23HduNN41zx0Z6FXrhd1FRETqkoKeiIjUKYfDYm1iHhd132+m\ny43ToKIIet3cYHXVBS83FybeFMvjU9dz52eraOrlSm5JJcPaB/O3CzvT6gTW6hMREakPCnoiIlKn\ndmQWUVheRY/Ipvs2rp4EwR2gRZ+GK6yOdI3w54f7BjFp8S4WxGdxU/+WDO8Y2tBliYiIHEBBT0RE\n6tSaxDwAekTWjElL2wgpq2DUv465GPqZwtXZidsGt+a2wa0buhQREZHDcmroAkREpHFZk5SLn6cr\nrQJrujGungTObtDt6oYtTERE5CyioCciInVqTWIe3Vv44+RkoCgD1n4JncaBV8CxTxYREZE6oaAn\nIiJ1pqi8irj0wn3dNuf8HarKYMgTDVuYiIjIWUZBT0RE6sz6pDwsC3silpTVsGYy9LsLgqIbujQR\nEZGzSp0HPWPMQ8aYTcaYjcaYL40xHsaYAGPMb8aY+Jr3pse+koiInGmW78oBoHu4H/zyBHgHwTmP\nNXBVIiIiZ586DXrGmHDgfiDWsqwugDNwNfAEMMeyrLbAnJrPIiLSSGQVlfPEtPW8OSeenpH++CX8\nCEnL4NxnwMOvocsTERE569TH8gougKcxphLwAvYATwJDa/ZPAuYBE+rh3iIicgpVVjv435LdvDF7\nG6UV1Ywf2Ir7h7WEiQMgpDP0uL6hSxQRETkr1WnQsywrxRjzKpAIlAK/Wpb1qzEm1LKs1JrD0oAj\nrixrjLkDuAMgMjKyLssTEZEjKCyr5P35O5i6KpnHR3Xgsl4Rxzznj/gsnvthE9szijinXTB/u6AT\n0SFNYNl/IXcXXDcVnJzrv3gRERE5RJ0GvZqxd+OAVkAeMMUYc8Cfcy3Lsowx1pGuYVnWB8AHALGx\nsUc8TkRETl5ltYMvliXy5px4cooriAzw4pEp60jOLeX+4dGYwyxwnpxbwvM/bmbWpnQiA7yYeGMs\nwzuG2MeWFcD8lyBqMESPaIAnEhEREaj7rpsjgATLsjIBjDHTgQFAujGmuWVZqcaY5kBGHd9XRESO\ng2VZzNqUxku/xJGQVUy/1gH8dUxHOjTz5cnpG3h99jZKK6t54vwOB5yXV1LBVf9dSm5JBY+Nas/4\nQa3wcHWG6krYMReW/QdKsmHkP+AwIVFEREROjboOeolAP2OMF3bXzeHASqAYuAl4seb9uzq+r4iI\n1NLqxFxemLmFlbtziQ5pwkc3xXJuh5C9rXevXtEVNxfDfxfsYETHEGKj7IXOLctiwrT1ZBSWMfWu\nAXSL8IPklbDhG9g4zQ54nk1h+LMQ3rMhH1FEROSsV9dj9JYZY6YCq4EqYA12N8wm/D979x0eV3Xt\nffy7Z0a992ZLclVxBTcwmF5M6CV0QgoQ0nOTG+BNT7g3jYTcG+olCYEQICFUQwg2YJvihmUbF8mS\nLdmSrN57nZnz/jGSbYyLbI80I+n3eR49kmbOnL10XDTr7L3XgheMMV8CyoDrvTmuiIgMzfo9jdz4\nxHriw4P4xdWzuH7+BBz2TxZgNsbww0tz+WB3A/e8uI03v7WE4AA7f1tfxvL8Wn55bhRzih+Fl1+A\n5r3gCIbpS2H2DZ7lmo5AH/10IiIiMsjrVTcty/oJ8JNDHu7FM7snIiI+9OHuBuw2w7vfPZuokIAj\nHhcW5ODX187mlj9t4OvPbaan3826PQ38JPUjbsx7Avq7YdJZcNZ/Qs7laqEgIiLiZ4ajvYKIiPip\n/KpWpiSEHTXJG3TG1HhuWZTOsxvKOT2+m+WJf2Fq04cw6Wy44iGIyRiBiEVEROREKNETERlH8qva\nOGNq/JCP//nl2dwb9Q6R6x6AHjcs/RUs/DLYbMd+sYiIiPiMEj0RkXGivr2XuvZeZqRGDu0FzaXY\nX7qDyIqNnj14l/xGs3giIiKjhBI9EZFxoqC6DYDcoSR6Bcvgta8BBq57EmZco3YJIiIio4gSPRGR\ncSK/qhWAGSnHKJxSugb++XlIPcWT5GkWT0REZNRRoiciMk7kV7WRFh1CVOhRCrG0VsI/b4fYSXDb\ny6qmKSIiMkop0RMRGSd2VrUdfX9eZyO88DlP64Tb31CSJyIiMoop0RM5GZ2NUPo+1OyAup3g7AYM\nhCdC5pmQsRiiJoL92KXsRYZTZ6+TvY2dXDk37dNPdjXBuodhw/9Bfxd89mlIzB75IEVERMRrlOjJ\nuNPY0ctb+TWEBzmICwvCGOjucxHgsJEeG0pMaAAb9jaxsWA3pq2ScKuLMKuTMLoIc3cSYnUS6u4k\npSOfzK4d2HDjNnZM/DRMUARYbqjeClufPzBoSKwn+QtPhLBECE/yfB2TCXFTIHYyBIb57JrI2Lez\nug3L4pMzet3NsO5RWP8Y9HXAjKvh7HuV5ImIiIwBSvRk3LAsi1c/ruTnrxfQ3NX/qeeD6GO+rYgl\nth0ssW3jYlvZEc/VTSDlJo0XQm5gtXUKq1oSyeiL5TdXzGHuxGiwLM8MX8VH0F4LHQMfnfVQmQcd\ndZ6Zk4Pji0ihP3Y6gbOuhhlXQUiM16+BjF/5VZ6KmzPSIqGn1ZPcrXsUelsh90o4+z5IyvVxlCIi\nIuItxrIsX8dwRPPnz7fy8vJ8HYaMAZUt3fzgle2sLqrnlPRofn7FTEIC7TS2dRBd+T7Je18iYt8q\nbHUqlzIAACAASURBVK5eXMZBR+I8wnMuwJ6U49mnFBQJwZEQFAVBEeAI3H9ul9viX9ur+fW/C+nq\nc/LKV88gM34Is3M9bdC8l8byneTv2EJbRSG57iImm2qwB0LO5bDgTkg/TWXt5aR994WtrCysZfPt\n4Zjnb4KeFsi+DM65D5Jn+To8EREROQJjzCbLsuYf9+uU6MlY0N7TT3e/C4C4sCDsNk9i5HZb/G1D\nGb/+dyFuC+5ZmsXnTsvAXp8PHz8P21/wzLKFJXj6hE09HzLOgKDw445hb0Mn1zy6hujQQF7+ymJi\nwgKP+ZpVhXV84/ktdPe7ODcrkaKaVqa59vDYrCKCdrzgmW0JS4DwZAhP8Hw9+BGeCNEZMGHBJxJP\nf1PX1sN3/7mVmtYeUqNDPB9RwQe+jg4mOSqYIIfd16GOWauL6vjiUxu5ZVYY91d/BQKC4bq/QOpc\nX4cmIiIix6BET8at1UV13PXMJvqcbgDSY0P5zoXTmZESzoMvraS7Mp+LE1q4IrWNsLZiqC/y7Eey\nBUDWJTD3Fk+C54WCKRtLm7jljxuYmhjOz66cwYLM2E8873ZbNHb2Ud/ey6qiOn63oojs5Ej+77Z5\nTIwNZeu+Fq59bC3n5yTy+PXZmB0vQcVG6GyAzjpPUtpRP1D0xcNpD6EkdA69SaeQlns6wRPnUtoX\nhd1uIzt5CI2xT5BlWawqqmPDniauXzCRKQnhuN0WKwvrqGju4sxpCbgtiy/8ZSPNXX2cMTWemtYe\nqlu7aejo+9T5EiKCPpEEzkqLYsGkWNKiQ447tq4+J919LuLCg7zxo56QNcUNPLW2lJsXpXNuViKt\nXf387PV8VhbVkRIVQnpsCOmxoaTHhjJx4HNaTIjXE97Cmjaue2wd6TEhLIt/GMfeVXDHO5Ayx6vj\niIiIyPBQoicnzLI8Sw+3V7YyLTGC7OQIpiaGExzg4xkWy/KUee/rwOptp721mfrGJlpam5kUH0ps\nZASNzS0888bbZAfUMiuyi5Ceenq7WsHVTySdhJneA+cLT4KEbEjMgaQZnmVrobFHHv8EvVNQy/df\n2U5dey9nTI0jyGGnrr2HurZeGjv7cLkP/JtbOiOZB2+YQ2jgge2yf3x/D//95k5uXDCR//eZHKJC\nPAlon9NNYU0bW/e1sLOsmn0V5QQ3FXKmbTtn2AuYTBU24zl3gxXJx+4ptE+9kstuuJOA4OOfoTya\ndSWN/HZFEZvKmgGw2wxXzU0jv6qVwpr2/cfZDMSFB/GXzy9gZtqBUv09/S6qW3uobummsqWbqhZP\nAuj52vO5p9+Nwc1ZyU7uWxxOTlgnuPrB7TzsR31bJx+X1tPRWE10TwWppomkYCdRjn5MQIhn+a0j\nENwuT8Gcwc+Wy/N1aBxMvQCmX+xpFH6Cy2WbO/v4n3d28fS6MgLshn6XxTlZCeysbqOxo4/LZqfQ\n1uOkvKmLfU1d9A7coADPkMmRwaTHhnJudiLXnjqBhIgTT1br2nu4+pG1BLk6WDZ7LeGbHoNLfgOL\nvnzC5xQREZGRpURPjovT5aaxs4+S+g4eXLGLvLJmbAYGcxCbgcz4MHKSI8lKjiAr2ZMATowJxWY7\nif1iDbuhpQyM7cAHBroaoLEYGkuwGorprS8msK8NG66h/TyhCTiiJ0B4MlZwJOWtTup6A8iaOY/I\nibMgIWtYkroj6epz8pc1pfwzbx9hQQ4SIoJIjAgiMSKYxMggEsKDSIkOYXZa1Keup9tt8au3CvnT\nB3uICw/iotwk8qvaKKhqo8/lSQriwgKZMzGaU9OjOScrkdyUSPZU1VKwZS3RrTuZ5CwhovJDovtr\n6TYh9MdMJTQ2FUdUKkSkQETygc/x0z1L+YZg674WfruiiA92N5AcGcw3zp/K+dlJPLa6mGc3lJMe\nF8o3zpvKqekxvL+7gZK6Du48LYm07l2eAjSuPnD2gqsXnH0HPjt7PvGcu7+HnpoiAhqLCHD3HN+1\nN2F0hE6g3pZAYQvYA0M5NTWUCaH92Fx9YLODsYPNRr9lo8cJXU6LqJ5Kgms2A5Yn0Vv8Dci5EuxH\nrlnV2NHL5vIWNpU1s7m8meK6Dpo6PbOVXzxjEt+6YBrPbSjnoZW7mRATwu8+O5dZEw4kvG63RX1H\nL/uauig/6GN3TTvVVfuYbq9i6eQgbjx9CoGBQZ69m/ZAT8I6+LU94LBfd7e38Js/P0N6y0d8Luh9\n7P3tMOcmuOox7fkUEREZRZToyZC9t6ueLz+TR0+/J2mIDw/kexdncfUpE9jX3EVRTTuFNe0UVrdR\nVNtOeVMXg39NQgPtTE/yJH2e5C+S7OSIIe1HA+DtH8Oa/z3i067wVHb2JbCtK452ezSOkAiCw6II\njYgiIjKGqOhYwiMieWNbNR8V19KPg69dt5QL52Wd7GXxO9sqWvjhqzsorutgZloUcydGM2dCNLMn\nRDEhJgRzrDfrbjdrVi6j/INnSXHXkmSaSbG3Em21fvI4R7Cn4Mu0i2HOjYdNiItq2vndiiJWFNQS\nExrA186dyq2nZXxi1re7z0VgbyP20vehZju0VkDTHqjZ5pl1OxpjB8dAIuMI8nzEZELiDPpipvB6\nmYN/FDrpsQLA5gC7HWMLwG1zYOwOAhwBXDAjlRsWTSY2InR/IvPR3iZ+9OoOimrbSY8NZfGUOGra\neqhu6aGqtZv2ngNxBTlsvHlHLlPq34F1j0BTCcRNhXN/ALlXgc1GWWMna0saPYldWTN7GjoBCLAb\nclOjyEmOYHJCGIsmxTFnYvT+c7d39xHSWoKjdDXU7vDMVPf3eCqvOnsGvu/2LMnt74G+TujvPPo1\nGyK3sWPLvQIWfxPSTvXKOUVERGTkKNGTIel1urjo9+9jN4YvnDmJpIggTpsSR2TwkfendfU52VXb\nQWF1G4U17RTVtFNU275/5gIgMSJo/6xf9sAs4GGXf7aUQ3vNwJI594EldCExvFsXzndfK6bf6eb+\nq2Zy9SlpR01mPtrbRG1bD5fPST3p6+LPLMs6dlJ3FF19TjaXtfDR3kbW720if18DUc4mkmwtzIvu\nYr6tiBm9W5jYX4rlCMbMuMazdzHzTOpcoTzwVhEvbq4gPNDBnUsm8cWF8YT3Nx/YN9ha4Unsqj6G\nunzPoPZAiEyD6ImQNt+TSEZNAHvQwGzUwZ+DPLNsw8Tttnh7Zy2Pv1dCWWMXKVHBpER5isAMfo4N\nC+Tbf/+YxMhgXv3aYoJsQOEbsOoXUF8I8Vk0JZ/JTz8Oo94dQWhwEFOTY5iWGkN2aizTUmIICgzy\nzKjZHNBaCXtWw7710Fbl+ehp8QQUngSB4RAQ4kmyA0I+/XVAKESnQ/x03q+C/12xk+ggC8vZh6u/\nFwdOAnARiJMAnAQYz+f93+OkHwezFp7HpUsvPaHiQiIiIuIflOjJkPzfeyX88t+F/PWLCzlresIJ\nn8eyPEvOCqvb988AFtW2sau2Y39RFLvNkBkXSnZKJNlJB2YAJ8SEfGK5Yk+/i1++uZOn15UxMy2S\nh246lUlDaU8gJ6Sn38W2ilY27Gkkr6yZ9p5+nG6Lvsrt/CRlHad1rMT0tWNhqLeiaSacyLAwEh0d\n2DvrPcstDxWW4CnukX46TDkXUuYOa/I2HN7dWcuXns7jrrMm8/3P5HgedLtg2wvw8bP0lW0g0Pp0\nEZmjSpzhmZmMSILk2TDlPIjJOO7YNpY28fjqElKig8lNiSIm9PA3Ziw8ezk7ep3Ehwdy8Yzkk7pJ\nICIiIr6nRG+M29fUxepd9Vw8I4nEiGC6+1z8dkURW/e1cH5OEudmJ1Da0EVeaRN9LvenZiySIoNp\n6ern3N+uZuGkWJ78/IJhidPpclPa6Fn+WVTjmQEsrPEs/xwU6LCRFBlEbFgQbd391LT20N3v4ktn\nTuKepVkqs+8jD64o4g8ri7l6TiLO8jwy2jaxMKaDeYkQZnMOtHWIP6i9Q8JBrR8Sx8S+rx+8sp1n\nN5Rz99lT+MZ5UwkL8uzPy69q5ao/rOani+CWU+IOFIVx9YN78Gun52tXv6fZfeYSCIvz8U8kIiIi\no50SvTGqvaefh1cV85cPS+lzuQkJsHPTwnRWFdWxt6GTrKQIimoPVDkMctgIdNg+sfcIPO/BwwId\n9PS7eOvbZzE1cWSXcnX2OtlV65n929vQSV17Lw0dvUSFBJAUGcy5WYmcOS1+RGOST7Isi58uy+fp\ndWVMSQjjR5flck5Woq/DGlHdfS5+/NoO/rmpgqTIIL57YRZXn5rG15/bzNqSRj6897z9VVBFRERE\nRoLfJHrGmCzgHwc9NBn4MfDXgcczgVLgesuymo92rvGc6LncFv/YuI8H3y6ioaOPa05N45ZF6fx1\nXRmvfVxFWnQID3x2NounxLOvqYt1exqZkhDGrLRoAh02OnqdVLd0UzVQwn7w86kZMdy0MN3XP574\nKbfbYnN5M3MmRhNgt/k6HJ/ZXN7MT5fls62ilZSoYKpbe/j2BdP49gXTfR2aiIiIjDN+k+h94uTG\n2IFKYBHwNaDJsqxfGWPuA2Isy7r3aK8fr4nemuIG7n+jgMKadhZkxvCjy3KZPeFABb/yxi7iwgP3\nLysTEe+zLIvVRfU8vKqYyuZulv/HWZrNExERkRF3oonecGcK5wMllmWVGWOuBM4ZePxpYDVw1ERv\nvKlp7eGHr+7gnZ21TIgJ4dFbTuWSmZ8uppAeF+qjCEXGD2MM52Yncm524klXPhUREREZacOd6N0I\nPD/wdZJlWdUDX9cAScM89ojod7lp6uwjKXJoDaePpLath5v+uJ7ath7uXZrNF87I/HRrAhHxCSV5\nIiIiMtoMW6JnjAkErgD+36HPWZZlGWMOu2bUGHMXcBdAerr/7iWzLIvl+TX85q0i9jR0ctXcVH54\nWS7x4UHHfa769l5u/uN66tp6eOZLi5iXETMMEYuIiIiIyHgxnDN6lwCbLcuqHfi+1hiTYllWtTEm\nBag73Issy3oCeAI8e/SGMb7jVtvWw/+8s4uyxi72NnRS3drD1MRwPr84k2c3lLF6Vz3zM2IJD7IT\nFuQgPMhBWJCD0EA74UGO/cUtnG43Hb0uWrr62FLewubyZiwLnv7iQiV5IiIiIiJy0oYz0buJA8s2\nAZYBtwO/Gvj82jCOPSxsxrAiv5aMuFBOmxzH6VPiuOaUNBx2G7eels5v3ipiX3M3nb1OOnuddPQ6\n6R1oHn44xkB2ciTXz5/ItadOYNaEqBH8aUREREREZKwalqqbxpgwoByYbFlW68BjccALQDpQhqe9\nQtPRzjMWqm72u9x09bro6HPicnmutc3G/tm+8VzCXkREREREjs6vqm5altUJxB3yWCOeKpzjSoDd\nRlSojahQlWUXEREREZGRoekkERERERGRMUaJnoiIiIiIyBijRE9ERERERGSMUaInIiIiIiIyxijR\nExERERERGWOGpb2Ctxhj6vG0YvCFeKDBR2OPJrpOHroOQ6PrdGS6Nsema3RkujZDo+t0bLpGR6fr\nc2y6Rkd2otcmw7KshON9kV8ner5kjMk7kX4V442uk4euw9DoOh2Zrs2x6Rodma7N0Og6HZuu0dHp\n+hybrtGRjfS10dJNERERERGRMUaJnoiIiIiIyBijRO/InvB1AKOErpOHrsPQ6Dodma7NsekaHZmu\nzdDoOh2brtHR6focm67RkY3otdEePRERERERkTFGM3oiIiIiIiJjjBI9ERERERGRMUaJnoiIiIiI\nyBijRE9ERERERGSMUaInIiIiIiIyxijRExERERERGWOU6ImIiIiIiIwxSvRERERERETGGCV6IiIi\nIiIiY4wSPRERERERkTFGiZ6IiIiIiMgYo0RPRERERERkjFGiJyIiIiIiMsYo0RMRERERERljlOiJ\niIiIiIiMMUr0RERERERExhgleiIiIiIiImOMEj0REREREZExRomeiIiIiIjIGKNET0REREREZIxR\noiciIiIiIjLGKNETEREREREZY5ToiYiIiIiIjDFK9ERERERERMYYJXoiIiIiIiJjjBI9ERERERGR\nMUaJnoiIiIiIyBijRE9ERERERGSMUaInIiIiIiIyxjh8HcDRxMfHW5mZmb4OQ0RERERExCc2bdrU\nYFlWwvG+zq8TvczMTPLy8nwdhoiIiIiIiE8YY8pO5HVauikiIiIiIjLGKNETEREREREZY5ToiYiI\niIiIjDFK9ERERERERMYYJXoiIjJquN0WlmX5OgwRERG/59dVN0VERAb1u9xc9Pv3aevuZ15GDBfk\nJPHZ+RMwxvg6NBEREb+jGT0RERkVlufXsLehk1kToiisaeeel7bxlb9tpr2n39ehiYiI+B0leiIi\nMir8dV0ZE2ND+PPtC3jve+fww0tzeHtnLVc+vIZdte2+Dk9ERMSvKNETERG/V1jTxkd7m7h1UQZ2\nm8EYwx1LJvPcHYto63Fy5cNrWLa1ytdhioiI+A0leiIi4veeWVdGkMPG9fMnfuLxRZPj+Nc3z2RG\naiTffH4LP12WT5/T7aMoRURE/IcSPRER8WutXf28sqWSy+ekEhMW+KnnkyKDef6u0/jiGZN4am0p\nN/9xPbVtPT6IVERExH8o0RMREb/14e4GLn3oA3r6XXx+ceYRjwuw2/jx5bk8dNMpFFS3cdUja+jp\nd41coCIiIn5GiZ6IiPid1u5+7nlxK7f+eQOBdhv/+PLpzEyLOubrLp+Tyh9uPIXq1h7WljSMQKQi\nIiL+SX30RETEr6zIr+GHr+6gsbOPu8+ewrcvmEZwgH3Ir18yPZ6wQDvv7qzjvOykYYxURETEfynR\nExERv9DY0ctPluXzxrZqspMj+PPtC5g14dizeIcKcthZMi2BlYV1WJalhuoiIjIuKdETERGfsiyL\nZVur+OmyfDp6nXznwuncffYUAh0nvrvgvJxE3sqvoaC6jRmpx58sioiIjHZe2aNnjFlqjCkyxhQb\nY+47zPNRxpjXjTFbjTH5xpgveGNcEREZ3Wpae7jj6Ty+9fePyYgL41/fXMI3z592UkkewLlZiRgD\n7+6s81KkIiIio8tJJ3rGGDvwCHAJkAvcZIzJPeSwrwEFlmXNAc4BfmeM+XSNbBERGRcsy+L5j8q5\n8MH3WFPSwA8vzeGlryxmelKEV86fEBHEnAnRvFuoRE9ERMYnbyzdXAgUW5a1B8AY83fgSqDgoGMs\nIMJ4NkqEA02A0wtji4jIKNPrdHHH03l8sLuB0yfH8atrZ5ERF+b1cc7PTuR3b++ivr2XhIggr59f\nRETEn3lj6WYasO+g7ysGHjvYw0AOUAVsB75lWZbbC2OLiMgos3FvMx/sbuB7F2fx7B2LhiXJAzg/\nx1Nx852dtcNyfhEREX82Un30LgY+BlKBucDDxpjIwx1ojLnLGJNnjMmrr68fofBERGSkbClvxhi4\n7fQMbLbhq4iZkxLBlIQwXtxUMWxjiIiI+CtvJHqVwMSDvp8w8NjBvgC8bHkUA3uB7MOdzLKsJyzL\nmm9Z1vyEhAQvhCciIv5ky74WpiaEExkcMKzjGGO4YcFENpU1U1zXPqxjiYiI+BtvJHobgWnGmEkD\nBVZuBJYdckw5cD6AMSYJyAL2eGFsEREZRSzLYkt5M6ekR4/IeFefMgGHzfBCnmb1RERkfDnpRM+y\nLCfwdWA5sBN4wbKsfGPM3caYuwcOux9YbIzZDrwL3GtZVsPJji0iIqNLeVMXzV39zJ0YMyLjJUQE\ncV52Ii9vrqDfpa3hIiIyfnilYbplWW8Cbx7y2OMHfV0FXOSNsUREZPTaUt4CMGIzegA3LJjIioJa\n3t1Zx9KZySM2roiIiC+NVDEWERERtpQ3Expo91q/vKE4e3oCiRFB/DNv37EPFhERGSOU6ImIyIjZ\nsq+FOROisQ9jtc1DOew2rpybyvu762nr6R+xcUVERHxJiZ6IiIyInn4XBVVtI7psc9DSmSn0uyxW\nFdaN+NgiIiK+oERPRERGxI7KVpxui1PSR6YQy8FOmRhNUmQQ/95eM+Jji4iI+IISPRERGREf7/MU\nYpk7ceRn9Gw2w8Uzklm9q47uPteIjy8iIjLSlOiJiMiI2FXbTnx4EAkRQT4Zf+mMZHr63by3S8s3\nRURk7FOiJyIiI6K0sYtJ8aE+G3/hpFhiQgN4a4eWb4qIyNinRE9EREZEaUMnmXFhPhvfYbdxYW4S\n7+6so8+p5ukiIjK2KdETEZFh19XnpK69l8x43yV6AEtnJtPe62RNSYNP4xARERluSvRERGTYlTV2\nAZAR57ulmwBnTI0nPMjBci3fPG6WZfk6BBEROQ5K9EREZNiVNXYC+HTpJkCQw8552YmsKKjF6dLy\nzaFaVVjH7J+t4KvPbmJvQ6evwxERkSFQoiciIsNub4N/zOgBXDIzmabOPjaWNvs6lFHh1S2V3PnX\nPOLDg1hdVM+FD77Hg2/v0gyfiIifc/g6ABERGfvKGjuJDw8kIjjA16FwdlYCwQE23tpRzelT4nwd\njk9t3dfCb1cUsWFvEw6b8XzYbdhthgCbwW437GvqZtGkWP50+3y6+1384l87+cO7uwH4zoXTffwT\niIjIkSjRExGRYVfa2EmGj5dtDgoNdHD29ASW59fyk8tnYLMZX4c04izL4t6XtvFCXgWxYYHcvDAd\nh83gdFs43W5cbot+l4XLbXHprGC+fcE0ggPsRAQH8OD1cwl02PjDu7sJDbRz99lTfP3jiIjIYSjR\nExGRYVfW2OVXs2dLZyazPL+WrRUtnJIe4+twRlx+VRsv5FVwy6J0/t9ncggPGvrbAZvN8MtrZtPd\n7+ZX/y5kQWYM8zJihzFaERE5EdqjJyIiw6q7z0V1aw+T/GRGD+C87CQC7TYeXV2C2z3+9pq9tLmC\nQIeNey7OPq4kb5DdZvj1tbNIiAjiV/8u1H49ERE/5JVEzxiz1BhTZIwpNsbcd4RjzjHGfGyMyTfG\nvOeNcUVExP+VNw0UYvFxD72DRYUEcM/SLN4uqOXhVcW+DmdE9bvcLPu4igtzkogKPfE9k6GBDr51\n/jQ2ljazsrDOixGKiIg3nHSiZ4yxA48AlwC5wE3GmNxDjokGHgWusCxrBvDZkx1XRERGh9L9rRV8\nX3HzYF86cxLXnJLGg2/vYkX++Omr9/6ueho7+7jm1LSTPtcNCyYyKT6M37xVhGsczoyKiPgzb8zo\nLQSKLcvaY1lWH/B34MpDjrkZeNmyrHIAy7J0609EZJwY7KHnL8VYBhlj+MU1s5g9IYr/+MfH7Kpt\n93VII+LlzZXEhQVy1vSEkz5XgN3Gdy+aTlFtOw+vLNYSThERP+KNRC8N2HfQ9xUDjx1sOhBjjFlt\njNlkjPmcF8YVEZFRYG9DF7FhgUSF+L61wqGCA+z8323zCAl0cOdf82jp6vN1SMOqtauftwtquWJu\nKgF272zT/8zMFC6dncLv39nFV/62mbaefq+cV0RETs5IFWNxAPOAS4GLgR8ZYw7bfMcYc5cxJs8Y\nk1dfXz9C4YmIyHApa+z0i0bpR5ISFcL/3XYqVS3dfOP5LThdbl+HNGyWba2kz+Xm2lMneO2cNpvh\n4ZtO4QefyeHtnbVc8dCHFFS1ee38IiJyYryR6FUCEw/6fsLAYwerAJZbltVpWVYD8D4w53Ansyzr\nCcuy5luWNT8h4eSXlYiIiG/tbegk08+WbR5qXkYs/3XVTD7Y3cBvlhf5OpxhYVkWz320jxmpkcxI\njfTquY0x3HnWZP5+12l09bm4+tE1vJC379gvlDGh1+nSsl0RP+SNRG8jMM0YM8kYEwjcCCw75JjX\ngDONMQ5jTCiwCNjphbFFRMSP1bX1UN3a4/XEYjjcsCCdz52ewRPv7+GVLRW+DueE7Wvq4um1pXzu\nyY/I+uG/ef6jcgC2VrSys7qNmxamY8zwNIlfkBnLv765hHkZMdzz4jbueXErPf2uYRlLfMvpcvPM\n+jJu/uN6cn+8nCfXlPo6JBE5xEk3TLcsy2mM+TqwHLADT1qWlW+MuXvg+ccty9ppjHkL2Aa4gT9Z\nlrXjZMcWERH/trm8GYBTM0ZHU/IfXZZLUU079760nSkJ4cyeEO3rkI7J5bbYUt7Mu4V1rNxZR9FA\nUZnJ8WFkxIXyX28UcPb0BJ7fUE5ooJ0r56YOazwJEUE886VF/M87u3hoZTHbK9t44rZ5TIz13+W7\ncvz+tr6Mn75ewNTEcJIjg/ln3j6+dOYkX4clIgcx/jzVPn/+fCsvL8/XYYiIyAn6xZs7eWpNKdt/\ndhFBDruvwxmSxo5eLnvoQ1Kignn5q2f4Opyjqmvr4epH11LZ0o3DZlg4KZbzshM5LzuRyQnh7Gvq\n4qLfv8+8jBg2lTVz5dxUfnXt7BGLb1VhHV97bjNLZybz4PVzh20cl9vitj9voKK5m3OyEjg3K5HT\nJscREjg6/s6NRjc+sY7mzn6W/8dZPPnhXn7+RgErv3s2kxPCfR2ayJhjjNlkWdb8433dSBVjERGR\ncWhTWTMz0yJHTZIHEBcexJ1LJrO5vIXtFa2+Dueo/r2jhsqWbh64bjabf3whz915Gncsmbz/zfbE\n2FD+8+IsPixuoLvfxU0L00c0vnOzE1k0KXbYi7M8u6GMtSWNJEYE8c+8Cr7w1Ebm/nwFtz/5EU+t\n2UtpQ+cnju91urj5j+t5cEWR9padgJauPjaWNnNhbhIAl8xKBuDN7dW+DEtEDqFET0REhkWf0832\nylbmjZJlmwe7bv4EQgPtPLW21NehHNXKwjomx4fx2fkTiQw+fPuKzy/O5NT0aOZMjGb2hKgRjhCy\nkiMpqe+gf5iqmda19fDAW0WcOTWef959Olt+fCHPfGkhtyzKYF9zFz99vYBzfruau/6atz+pe2Hj\nPtaWNPKHlcX84NUdavZ+nFYV1eFyW1wwkOilRIUwLyOGf22v8XFkInIwJXoiIjIs8qta6XO6OTV9\n9CV6kcEBXDdvAq9vraKho9fX4RxWZ6+TdSWNnJedeNTj7DbDc3eexvN3Lhq2IixHk5MSQb/LEYBu\ntgAAIABJREFUYk9957EPPgE/f6OAXpeb+6+aiTGG4AA7S6Yl8OPLc1n53XN473vn8OWzJrOioJbn\nP9pHT7+Lh1YWsyAzhq+eM4XnNpTzw1e3D0tsY9U7BXUkRgQxO+3AjYPPzEphZ3UbexuG589ZRI6f\nEj0RERkWm8tbgNFTiOVQnzs9kz6Xm78PVK30N2uKG+hzuY+Z6IGnMXxo4EnXXzshWckRABTWeH/5\nZn5VK29sq+ar50xhUvzhW3hkxIVx3yXZLJ4Sxy/e3MkDy4uoa+/lPy/K4p6l2dy0cCL/zKtQddAh\n6nW6WF1Ux/k5SdhsB24cfEbLN0X8jhI9EREZFpvLmkmLDiEpMtjXoZyQqYnhLJkWzzPry/xyad+q\nojoighzMz4z1dShHNTk+nAC7obCm3evnfrugFmPgttMyjnqcMYZfXzsbl9vizx/uZcm0eBZNjgPg\nrGkJON0WRcMQ31i0fk8TnX0uLhpYtjkoJSqEU9Oj+fcOJXoi/kKJnoiIDIvN5c2cku7/7QmO5vr5\nE6lt62XLQJsIf2FZFu/urGPJ9HgCHf79qzzQYWNKQjiF1d6f0VtVWMfcidHEhQcd89iJsaF8/9Ic\nAh02/vOirP2PzxxYfri90r8L7/iLf22rIjTQzulT4j713OIp8eysbqfXqdlREX/g378dRERkVKpu\n7aa6tWdU7s872NlZCQTYDW/vrPV1KJ+QX9VGXXsv52UnHftgP5CdHOH1GbP69l62VrRyXtaxl64O\nuu20DLb86ELmTDxwA2JCTAjRoQHsUKJ3TI+sKuaFvAquPiWN4IBPV9LNTonA5bbYXdvhg+hE5FBK\n9ERExOs+HtifN9pn9CKDAzhtchxvF/hXoreqsA5j4JysBF+HMiTZKZFUtfbQ2tXvtXOuLqoDPC0c\njkdY0Cf3KhpjmJUWpRm9o7AsiweWF/LA8iKumpvKz66YcdjjclIiAYZlma6IHD8leiIi4nXbK1tx\n2Mz+N36j2QU5Seyp76Sk3n9mKfKr2pgUF0b8EJYs+oPBgixFtd5LAFYV1ZEUGcSM1JP/OzYzLYpd\ntVpyeDhut8XPXi/gkVUl3LQwnQevn4vDfvi3j5lxYQQH2Ng5DMt0ReT4KdETERGv217ZyrSkiMMu\n7xptBnuFveNHs3rF9R1MSQz3dRhDlpM8ONPjnQSg3+Xmg10NnJuV6JWWEbPSouh3qSDLoVxui/te\n3sZTa0u548xJ/OLqmZ+otHkou82QlRQxLBVWReT4KdETERGvsiyLHZWtzEob/bN5AGnRIeSmRPKO\nn+zT63e5KW3oZOooSvSSIoOICglgZ7V3EqmNpU209zqPe9nmkcxSQZZP6Xe5+dbft/BCXgXfOn8a\nP7g0Z0hJdXZyJDur2/c3pxcR31GiJyIiXlXV2kNzV//+N89jwYW5SWwqa6bRD5qnlzd14XRbTEkY\nPYmeMWagIIt3Znr+mVdBoN3GmVPjvXK+CTEhRIWoIMugnn4XX/nbJt7YVs0PPpPDf1w4fcgzpzkp\nETR19lHf7vt/KyLjnRI9ERHxqu0VnjfLM8ZQondBThJuC97fXe/rUCiu8+wVHE0zeuAp1FFY047T\n5T6p8yzPr+GVLZXcsWTSpwqrnCgVZDmg1+nizr/m8W5hHf911UzuPGvycb1+cF9ugfbpificEj0R\nEfGqHZWt2G2G3DFQiGVQbmokwQE2dlT6/s3rYFGYKQlhPo7k+MzLiKGrz8WOqhO/hnVtPdz30jZm\npkXy7QumezE6T0GWoprxXZDF5bb4zgtb+WB3A7++dja3HqMR/eFkD+zH9NYyXZGR4HZbvLuz9qRv\nRPkbJXoiIuJV2ytbmZYYPiYKsQyy2wxZyZF+UU2wuK6DpMggIoIDfB3KcVk80GB7TXHDCZ/j+69s\np6vPxf/cMNfrjeJnT/AUZNlWMT5n9SzL4mev5/OvgeWa18+feELniQoNIC06RAVZZFR5b3c9X3o6\nj+X5/rEX21uU6ImIiNcMFmKZOYaWbQ7KTYmgoLrN50UmSuo6Rt2yTYC48CCykyNYW3JiiV5TZx/v\n7KzjrrMmMzUxwsvRwRlT4okLC+Qnr+XT5xxbd/WH4oPdDfx1XRl3nTX5uJdrHio7OcIvborIyNjX\n1DXqZ8KfWlNKYkQQFw5UWR4rlOiJiIjXVLf20NjZN6YKsQzKTYmkpauf6tYen8VgWRYl9Z1MHUWF\nWA52xtR48kqb6ek//jeF6/c0AsffIH2ookID+OU1syiobuN/3901LGP4s79vLCc2LJD/vCjrpM+V\nkxJJSX3nqH/zL0fndls89O5uzn5gFVc/spZ9TV2+DumElNR38N6uem49LcPrKwV8zSs/jTFmqTGm\nyBhTbIy57yjHLTDGOI0x13ljXBER8S+DxSxmjpHWCgfLTR3ce+S7mYratl46ep2jqofewc6YGkev\n083msubjfu3akgbCAu3DehPhohnJfHbeBB5bXcKmsqZhG8ffNHb08nZBLVefkuaVN7rZKRG43Jaq\nmI5hDR293P6Xj/jd27s4NyuRfc1dXPHwhyc8Y+9Lf11bSqDdxk0L030dited9L9mY4wdeAS4BMgF\nbjLG5B7huF8DK052TBER8U9b97VgM5CbMvZm9LIGikwUnEQxkZM1WIhltM7oLZwUh8NmWHMCbwbX\nljSycFIsAfbhveP+48tzSY0O4TsvbKWz1zmsY/mLV7ZU0u+yuGHBie3LO9SSqQlEBjt4dFWJV84n\n/mXDnkYu/cMHbNjbxC+vmcWfbp/Psq+fSWxYIF97dvOoWvrc1tPPi5squGxOCgkRQb4Ox+u88b/l\nQqDYsqw9lmX1AX8HrjzMcd8AXgLqvDCmiIj4mWfWl/HE+3tYOCmWkMCxU4hlUHiQg8y4UJ+WjR+t\nrRUGhQc5mDMxmjXFjcf1uprWHvbUd7J4inf65h1NRHAAv/vsHMqbuvjvN3cO+3i+ZlkW/9i4j7kT\no5me5J29j1GhAdx9zhTeLaxjY+n4mRkd69xui0dWFXPTH9cTGujg1a+ewU0L0zHGMCk+jO9/Jofm\nrv6TKrg00l7Mq6Czz8UXFk/ydSjDwhuJXhqw76DvKwYe288YkwZcDTx2rJMZY+4yxuQZY/Lq633f\nr0hERI6uz+nm+69s50ev7mDJtHie+Nx8X4c0bHJTfVt5s6S+g4ggx6i+87x4ShzbKlpo6+kf8mvW\n7fG8cTx9oHLncFs0OY47l0zmuQ3lrCoc2/ent+xrYXddh9dm8wZ9YfEkEiOC+M1bhT4vYCQnr7Gj\nl88/tZEHlhdx6exUXv/GmfuXsw9aMi2BqJAAlm2t8lGUx8fttnh6XSnzMmKYNWHsrUKBkSvG8j/A\nvZZlHXMu17KsJyzLmm9Z1vyEhIQRCE1ERE5UQ0cvt/xpPc9tKOer50zhT7cvIHKUlf0/HjnJkZQ2\ndtHhoyV9xXUdTEkMxxjjk/G94Yyp8bgtuPuZTbyxrWpIBTvWFjcSFRIwor0Zv3PhdLKSIrjnpW00\ndfaN2LgjbdnHVQQH2LhsdopXzxsSaOeb509jY2kzq4t043406+x1csXDa1i/p5FfXD2LP9w4l/Ag\nx6eOC3TYuGRmMivya06o4NJIW72rjrLGLj6/ONPXoQwbbyR6lcDBt4EmDDx2sPnA340xpcB1wKPG\nmKu8MLaIiPjIjspWrnjoQ7ZXtvKHm07hnqXZ2G2jNwEZisE72IU+mtUrrutgyijdnzdo0aRYvndx\nFnsbOvn6c1u4/cmPcLuPPONjWRZrSxo5fXIcthH8+xUcYOf3N8ylpauPH766fczOShXVtJOTEjks\nfRlvWDCRjLhQfv1W4VH/jMW/5ZU1U9nSzUM3ncLNi9KPeqPp8jmpdPa5WDkKZsL/sqaUpMggls5M\n9nUow8Ybid5GYJoxZpIxJhC4EVh28AGWZU2yLCvTsqxM4EXgq5ZlveqFsUVExAeWba3iusfXAvDi\n3Yu5Yk6qjyMaGTkpvqu82djRS117Lzkp3u8hN5KMMXzt3Kl8eO95/OiyXNbvaeK5j8oPe2y/y83K\nwjoqW7pZPHVklm0eLDc1ku9cmMWb22t49eND72GPDSX1w3fzIMBu4zsXTqewpp3Xt42O5XzyaZtK\nm7DbDGdOPfYe2dMmxxEfHsSyj/37z7u4rp0Pdjdw22kZw17gyZc+Pe96nCzLchpjvg4sB+zAk5Zl\n5Rtj7h54/vGTHUNERPyDy23x2xVFPLa6hIWZsTx666nEh4/e/WLHKyUqmOjQAJ8UZNlZ3Q4cSDZH\nO7vN8MUzMllVWMev/l3I+TmJpESFUN/ey+qiOlYX1fP+7nrae5xEBjs4b5j65x3LXWdNZmVhLT9+\nLZ9Fk+JIjQ7xSRzDob2nn7r23mGdJb58diqPv7eH363YxSUzU8Zcn7LxIK+smZyUCMIOs1zzUHab\n4bLZKTz3UTntPf3DMlPsDU+vLSPQMTZbKhzMK//aLMt607Ks6ZZlTbEs678HHnv8cEmeZVmftyzr\nRW+MKyIiI6etp587nt7IY6tLuHlROn+7Y9G4SvLAMxuVnRxBYU37iI9dUO3pSTZWEj3wXM9fXD0L\np9vNnX/N44qHP2TBf7/D917cxsbSJj4zM4XHb53HmvvOY0JMqE9itNsMv/vsXLr6XDyzvswnMQyX\nPfWdAExOCBu2MWw2wz1Lsyhv6uIfGw8/cyv+y+ly8/G+FuZnxA75NZfNTqHP6eb9Xf5ZfbOtp5+X\nNldwxZxU4sb47zDdVhERkWMqqe/gqkfW8MHuBv7rqpn84upZ4/bO/KT4cMoau0Z83J3V7aREBRMb\nFjjiYw+n9LhQ7luaTUFVGwF2G9+7OIt/ffNMNnz/fH593WyWzkz2+axAelwoZ06NZ9nHVWNqr95g\nX8bh3vd5zvQEFk6K5Q8ri+nqGx+9CceKndXtdPW5ODUjZsivmTsxmohgBx8W+2cRnn/mVdDV5xrT\nRVgGjc/f0iIiMmSriuq46pE1tHb18+wdi7j1tAxfh+RTmXGhNHX20do99PYA3lBQ1TaiVSdH0ufP\nmETh/Zfw0lcW87VzpzIjNcrvKoteOTeVypZuNpc3+zoUrymp78BhM2TEDe9sqTGGe5dmUd/ey1/W\nlA7rWOJdeWWePojzjyPRc9htnD45jvd3NfjdjRGX2+LptaUsyIxhZtrYbKlwMCV6IiJyRK99XMkX\nn9rIxJhQXvv6GSyaPPIFMfxNRpxnmVv5CM7q9fS7KK7vGFPLNg/l7zPEF81IJshh4zU/LzJxPErq\nOkmPCx2RYhTzMmK5ICeRx98roaVr7LarGGvyyppJjQo+7r2pS6YnUNnSTakPVj8czeqiOsqbuvj8\nGG2Qfij//l9VRER8prq1mx++soP5GTG89JXFPtsj5W8y4z3XobSxc8TG3F3bgcttfapBsYyc8CAH\nF+Qk8a9t1Thdx2wLPCrsaehgcvzItev4z4uz6Oh18th7JSM2ppw4y7LYVNrMvMyh788btGSgQueH\nu/1r+eZTa0tJiQrmohlJvg5lRCjRExGRT7Esi++/vB2n2+K3n51DSKDd1yH5jfRYT6JXNoKJ3mAh\nlrG6dHO0uHxOKo2dfawpafR1KCfN6XJT2tDFlMThK8RyqOzkSK6em8ZTa0qpae0ZsXHlxFS2dFPT\n1nNcyzYHZcSFMiEmhA92+09BlsGWCreO8ZYKBxsfP6WIiByXlzdXsqqonu9dnLV/qaJ4hAY6SIoM\nGtElSTur2wkLtO9PMsU3zslKICLY4fc9woaiormbPpd72AuxHOrbF0ynz+XmHxv3jei4MnSt3f28\nv6ueR1d7Zl7nnUCiZ4xhybQE1pU0+s0M+GAV0GtOTfNxJCNHiZ6IiHyCZXl65Z2aHj0uqpKdiIy4\nsJGd0atqIzslEpvNvwqUjDfBAXYuzEliZWEtLrd/FZk4Xgcqbo7sjZz0uFAWZMaybGul3xXqGO8s\ny+KFjfs489cr+dyTH/HchnJyUyLJTo44ofMtmRZPe6+TrRUtXo70xORXtREfHkRK1NjphXksSvRE\nROQTSuo7qW7t4bp5E5VYHEFmXOiIzei53RYF1WO34uZoc3ZWAs1d/WzzkzevJ2p/D70R3KM36Io5\nqZTUd1JQ3TbiY8vhtXb387knP+Kel7aRmxLJs3csYsuPLuTNby3BcYLLHBdPicMY/KafXn5V67jb\n56xET0REPmFdieeX8hlTVWHzSDLiwqhv76Wzd/h7glU0d9PR6xx3b1D81VnTErAZWF3kX0UmjldJ\nfQdxYYHE+KAv42dmpeCwmTGxBHYs6He5+dqzm1m/p5H7r5zB83eexhlT40/670Z0aCDz0mNYnl/j\npUhPXK/TRXFdBzPG2f+jSvREROQT1pY0khYdov1gR5E5sG9xJBqnF9W2A5zw8inxrpiwQOZMjGb1\nrtGf6I30/rxBsWGBLJkWz+tbq3CP8iWwo8GOylYef6+EV7ZUsLa4gZL6DjoOukn189cL+LC4gf++\neha3nZ7p1ZUcl85OobCmneK6Dq+d80Tsru3A6bbGXaLn8HUAIiLiP9xui3V7GrkgJ8nvGlb7k8EG\n02WNncM+01bZ7EkmlXj7j3OmJ/I/7+6isaOXuPAgX4dz3CzLoqS+k4tyfVdi/oq5qfzHP7ayqbyZ\nBSdQvl+Gpqa1h5v/uJ62nk+vPggPchAXHkhZYxdfPmsy18+f6PXxPzMrhZ+/UcC/tlXzrQumef38\nQ5Vf5alcPCN17DdJP5gSPRER2a+guo2Wrn4t2zyGwURvJPbpVbX2EOSwEeuDJXZyeOdmJ/D7d3bx\n/u56rj5lgq/DOW517b00dfYxPcl3s8QX5iYT5NjOso+rlOgNE8uyuOelbfS7LN785hKCAmzUtvUM\nfPRS09pDXXsPl8xM4XsXZw1LDEmRwSzIjOWNbVU+TvTaCAu0kzHObpgp0RMRkf3WDfQHO31yvI8j\n8W8RwQHEhweOSOXNypZu0qJDNMPqR2amRhEfHsjqotGZ6O2o9MxuzJrgu9mN8CAHp0+J46O9TT6L\nYax77qNy3t9Vz8+vnLF/5YEvlutePjuFH72Wz67adp/dXMivaiNnHFYu1h49ERHZb21JA5MTwkiO\nCvZ1KH4vIy6M0hFI9KpaukmNHj/lwEcDm81w1rQE3t9VPyrbLGyvbMUYfF7JdVZaFMX1HfT0u3wa\nx1jU3NnHf/9rJ2dOjefWRRk+jWXpzBRsBt7Y6pviO263xc7qtnG3Pw+U6ImIyIB+l5uP9jZxxhTN\n5g1FZlzYiBRjqWrpJkWJt985JzuR5q5+tpQ3+zqU47ajso3J8WGEBfl2YdeM1EhcbovCmnafxjEW\nvbS5gq4+Fz+8LMfns1gJEUGcNjmO17ZW0d038kl9aWMnXX2ucbc/D5ToiYjIgJWFdXT2uVg8Rfvz\nhiIzLpTq1p5hfePS53RT196rGT0/dE5WAgF2w9sFtb4O5bjlV7UyM833b3oH33gPFsoQ77Asi+c+\nKmdeRgzZyf4xi/WlMydR3tTFnX/NG/EZ3PwqT7/G8diixiuJnjFmqTGmyBhTbIy57zDP32KM2WaM\n2W6MWWuMmeONcWX0cbst+pxuX4chIofo7HXys2X5TEsM5/wc31XiG01mDuxvWlEwfD2iatt6sCxI\nU6LndyKDAzhtchwrCmqxrNGzfLOho5fq1h5m+sHsxoSYEKJCAthRqcbp3rRhbxN76ju5aWG6r0PZ\n7/ycJB64bg5rShpGPNnLr2ojwG58WnzIV0460TPG2IFHgEuAXOAmY0zuIYftBc62LGsWcD/wxMmO\nK6PTU2tLufKRNeyq1TINEX/yuxW7qGrt4VfXziLQocUeQ3H2tASmJYbz6KqSYesFVtnSDaAZPT91\n0Yxk9jZ0UlLv2x5hx2NwdsMfZvSMMcxIjaRAM3pe9dyGciKDHVw2O8XXoXzCdfMm8JtrZ/NhcQN3\nPbNpxJK9TWVNTE+KGJe/27zxEy8Eii3L2mNZVh/wd+DKgw+wLGutZVmDi9jXA6OvRJV4RUZcKHVt\nPVz20If8+cO9apQq4ge27mvhqbV7ufW0dOZlqMz5UNlshq+eO4Wi2nbe2Tk8y/eq9id62qPnjy4c\nmP1enj96lm8OVtz0l2VsM1Ij2VnTTr9Lq328oamzj7d21HDNqRMIDrD7OpxP+ez8ifz6mtm8v6ue\nL49AslfR3MXG0maWzkge1nH8lTcSvTRg30HfVww8diRfAv59pCeNMXcZY/KMMXn19fVeCE/8yfk5\nSbz17bNYMjWe+98o4LYnN1Dd2u3rsETGrX6Xm/te3k5CRBD3LM32dTijzuWzU0mPDeWRVcXDsnyv\nSjN6fi05Kpg5E6JYMYr26e2obCUjLpSokABfhwJ4Zhb7nO5RNSvqz5Z9XEmfy+1XyzYPdf2Cifzq\nmlm8t6uer/xtE73O4Uv2lg1U+rxy7tFSk7FrROcwjTHn4kn07j3SMZZlPWFZ1nzLsuYnJCSMXHAy\nYhIigvjT7fP55TWz2FLewsW/f58Hlhfy7IYyPthd75OKTCervLGLZ9aX8eKmCjaXN4/Kn0HGpz9/\nuJed1W387IqZRAb7xxu/0cRht3H32VPYWtHKh8UNXj9/ZUsPcWGBfnlnXjwumpHM1n0t1Lb1+DqU\nIdlR1eoX+/MGDZa8z9c+Pa/4sLiBzLhQspL9ez/ajQvT+cXVs1hVVM9X/rZ5WJI9y7J4dUsl8zJi\nSI8bX43SB3mjrm4lMPGg7ycMPPYJxpjZwJ+ASyzLavTCuDKKGWO4aWE6p0+O496XtvHY6hIGV3EG\nOmwsmhTLrLQoJsWHMTkhjEnx4cSEBvhdw+C3C2r57fIiig7Zc5gZF8rr3ziTCL1xFj9W1tjJ79/e\nxUW5SSydOT6XtXjDtfPS+MO7u3l4ZTFLpnn3BqV66Pm/i3KTeGB5EW8X1HLrab7tV3YsrV397Gvq\n5uaF/hPnpPhwQgLs7Khq5dp52tlzMpwuNxv2NHHZnFRfhzIkNy9Kx8LiB6/s4GvPbuH/bpuH3Yut\nIHZWt7OrtoP7r5zhtXOONt5I9DYC04wxk/AkeDcCNx98gDEmHXgZuM2yrF1eGFPGiMz4MP7x5dNx\nutzUd/Syu7aD93bV88HuetaVNOI8aA9fVEiAJ/GLD+NzizOZOzF6WGKyLIv8qjZWDZSajwkNICY0\nkOjQAGLCAokJDSA8KIBHVhXzzPoyspIi+NFluZyXnYhlWWwub+GeF7dy/xsF/OY6FZgV/2RZnl+u\nAXYbP79ypq/DGdWCHHbuPGsy979RQF5pE/MzvbfPsbq1m0nxYV47n3jf1MRwUqKCWb+n0e8Tvc0D\nPf9mpvnH/jwAu82QkxKxv0iMnLjtla209zpHVYucWxZl0Nvv5udvFPDy5go+O3/isV80RK9+XInD\nZrh09uhIfIfDSSd6lmU5jTFfB5YDduBJy7LyjTF3Dzz/OPBjIA54dGBGxmlZ1vyTHVvGDofdRkpU\nCClRIZw13XNH3OlyU9Hczd6GTvY0dLK3oYPShi5WFtXxdkEtL9x9Ojkp3vll1djRy7931JBX2sT6\nPU3UtPVgDATYbPQdZYP4XWdN5rsXTSfIcWBZ1eSEcPbUd/Do6hIuzE3mwlyVqhf/88qWSj4sbuD+\nK2eQrGbcJ+2mhRN5ZFUxD68q5qkvLPTKOS3LorK5mzOmqoG9PzPGMC8jhk1l/t04vb2nn5++nk9y\nZDD/v737jo+yShc4/juZ9N57hST0HqpIWVCxYe8N69rWVbe6d6+7d+8Wr651d9W1oqurWFCKCEov\nIhIhoSchIZBKQirp7dw/ZnBDTZlk5p3J8/188snMW888eTPzPnPa+PggexfnJCNjAli8o4iODm33\nyb0d2Te55gZzUx0o0QO487xElmYW88yqLC4dHYW3u/X1UO0dmiUZRcxMDSPYx70PSumY+qJGD631\nCmDFKcte7fT4HuCevjiXGDhcTS4khvqQGOrD7E7Li6obufrlLSx4+zsWP3ie1fNLpedX8sD7Oyg/\n3kyYnweTEoOZNSSM2UPDCfFxp6GlnaqGFqobWqlqaKGy3vx4RLT/Wb+5f3RuKuuyynli8S7C/Cb2\nW+2jEL1RUdfM/y7fx4SEIG6ZbOwaCEfh7e7K3dOTeGZVFnuK+mYy6tqmNupb2mUOPQeQlhDE8l0l\nFFU3GvLvpbXm14t3U1jVyIf3TcHHo09u//rMsCh/6poPU1TdSFzwwOxL1Re25lYwNNKPUF8Pexel\nR5RS/Pdlw7jmla28tjGPR+emWn3M9VllHK1t5snLBnZz4IE3oYRweDGBXrxz1yQaWtq54Z9bWbO/\nd5PVdnRo3t2az02vf4uPu4llD0/nu9/M4R+3jOe6tDhCfT1QSuHj4UpskDcjYwI4PyWMK8bGcMe0\nxHM2z3J3deHFG8eilOLKf2zh8UUZlNY4Rkd94fz+9MV+6prb+MvVo+Tb8z5029QE/Dxd+ce6g31y\nPBlx03Gc+DxIz6+0c0nO7P1tR/hiVwmPX5DKxD5sWtxXBlmaJx86Vm/nkjiu5rZ2tudXOlxt3gkT\nEoK5dHQU/9yQ1yf3S//69jBhfh5cOGJgt6qSRE84pKGR/rxz1yTcXV24+510bn/rOwqrGrq9/4HS\nWq7/51aeXLKX6cmhLHl4OqNiA/p0sJfUCD/W/XwWD84azPLdJcz+63peWpMjI3IKu/r+cBWLdxbx\nwMzBpEYYe1Q2R+Pv6cYdUxNZubeUg2XHu96hC5LoOY6hkX74uJtIzzde8829xTX8Yfk+ZqSG8cDM\nwfYuzhklhZkTvfwKSfR6a8fhaprbOpg22HGbev963lDaOjqs/rLscEU9G7LLuWlSPG6mgZ3qDOxX\nLxza+PggVj06gycvG07GkWou+9tmNmSfe+7FnUeq+OmHO7n0pc3kltfx9DWjefOOif02n5Cvhyu/\nnDeUNY/PZPbQMJ77Ops5z65naWZxv8y5JURX1meVYXJR/NigN3yO7q7pSXi6mnh5Xa6lc3oGAAAg\nAElEQVTVx5LJ0h2Hq8mFcfFBpBusn15dcxsP/3sngV5uPHf9GMPW4If5euDjbiKvXBK93tqaewwX\nBZMHGa/Gtrvigr25alwMH39fQEVdc6+P8/62I7goxc0GnkvQViTREw7NzeTCXdOTWPqT6UT6e7Lg\n7e94YXU2HZ1G62xua+eznYVc8ffNXPXyN6zZX8YdUxNZ+7NZXD8xziYffHHB3rx8ywQ+vG8Kgd7u\nPPLBTq59datMFi9sbseRKnPtg8H66DiLYB93bpkcz5LMYo5UdL+VwZkUVTfhbnIh1Mex+tsMVGmJ\nQRworaW2qdXeRQFOjKy7m8MV9bx00zhD99tSSpEU5iNNN63wTW4Fo2ICHH4+1PtmDKaptYN3th7u\n1f5Nre18lF7ARSMiZKAxJNETTiIp1IfPHjyPq8bF8MLqHO5cuJ3so8d5/utszntqHY8tyuR4cxt/\nuGIE3/5mDk9ePpwgO4zCNGVQCMt+Mp2nrxnN/pJaHluUcVJSKkR/au/QZBypNtyIe87m3hmDMCnF\nqxutq9XLLa8jMsDTsLUw4mRpCcFoDTuPVNu7KAAs2l7AkoxiHpubypRBxu+3lRjiI003e6m1vYNd\nRTWG7H/ZU8nhvlwwPIJ3t+bT0NLW4/2/2FVCdUOr4ac6sRVJ9ITT8HI38ex1Y/jzVaPYmlvBhc9v\n5KW1OYyODeDduyax+rGZ3D41EV8712SYXBTXT4zj9/NH8G1eJW9szrNrecTAkX30OPUt7YxPkFFg\n+1OEvyfXpcXySXohZcd7N6jAwbI61uw/ykUDfCABRzI2PhCTi+J7AwzIcqC0lt8tNfdBf3B2sr2L\n0y2DQn0oqGygpe3sUxqJM8sqPU5LWwdjnGSE7/tnDqK6oZVF2wt6vO/nGUXEB3sz1QG+3LAFSfSE\nU1FKcfPkeBY/OI1fzRvKup/N4q0FE5mRGma4b8WvmxDLRSMieGZVFvtkolhhAycmS5Yavf53w8Q4\nWto7+L6Xg3O8sDobTzcT90tfSofh6+HKsCg/tuZV2LUPdn1zGw+9vwN/Lzeev2EsJoN99p1NUpgP\nHRqOVFrX5Hkg2llgrkV2lqmcJiQEMzExiJfX51JV39Lt/cqPN7Pl4DEuHxPVp4PrOTJJ9IRTGhkT\nwAOzBpNoGbLZiJRS/OXq0eY+ex/upL65500UhOiJHYerCfFxJ17mqep3KeF+KAU5ZXU93nd/SS3L\nd5Vw13lJhBi4X5U43cUjo9ieX8Wbmw/ZrQwfbi8gt7yeF28YS5if41w/iSGWkTeln16PZRaY39tj\ng5xnhN7fzx9BdUMLv12yp9tfnHy5p4QODfPHxPRz6RyHJHpC2FGwjzsv3jCW3PI6/vvz7r+ZCdEb\nO49UMS4+UL7ptAEvdxOxQV69SvSe+zobP09X7j1/UD+UTPSnB2YO5pJRkfzxi/0syyy2Sxn2l9QS\n7ufBtGTHGmY/SebS67XMgmrGxDnXe/uI6AAenZvKF7tKWNrN/6WlGcUMifBjSKRMHXSCJHpC2Nm0\n5FAenZPK4p1FvWqPLkR3VNW3kHesnnHSbNNmUsL9yDnas/n0dhVW8/W+o9x3/iACvB179LyByMVF\n8dz1Y5mYGMTPPsrk27wKm5fhYFkdyeG+Nj+vtQK93QnydiNPEr0eOd7UysHyOqdpttnZj2cMYnx8\nIP/9+R7Kj597uoWi6kbSD1cxf2y0jUrnGCTRE8IAHv5RMuenhPK7pXspkP4Joh/sLJD+ebaWEu5L\n3rF62tq7P7jEs19lE+Ttxp3Tk/qxZKI/ebqZeP32NOKCvbjv3XSye5jsW0NrzcGyOlIcMNEDc62e\nNN3smd2FNWiN0wzE0pmryYWnrx3D8eY23t2af85tT9SgXz5aEr3OJNETwgBMLoqnrx0NwPOrs+1c\nGuGMdhyuxuSiGBMXYO+iDBjJ4b60tHVQUNW9+TK351eyIbuc+2cOtvvowMI6gd7uLLxzEh5uJha8\n9R2lNb0bfbWnjtY2U9fc5pA1egCJoTKXXk9lFJoHYhkT65zv7cnhvswdFsF73x6msaX9tPUNLW28\nsj6Xl9cdZGxcIPEh0ge9M0n0hDCIqAAvFkxL5LOdRRwolVE4Rd9p79B8ve8oI6L98XaXBMJWUiLM\n/US603xTa81fV2UR6uvB7VMT+7lkwhbigr15e8FEahpbWfD2dxy3wUTqOWXmay053DH7KA0K9aG0\ntqlX86cNVJkF1SSF+hDobfu5gW3lnulJVDW0snhn4Q/LmlrbeWNTHjOeXsf/rTzA+IQgnr1+jB1L\naUyS6AlhIA/MGoyfhytPr8yyd1GcVlNrO/nH6tmaW8FnOwt5ef1Bnlyyh9c25jrt5PWLdxSSdfQ4\n982QwT1s6UStSncGZPkmt4Jthyp5ePZgvNxN/V00YSMjYwJ45dYJHCyr44H3dvT7HHE5R83XWkqE\nY9boJYWay51/TLowdFdGQbXT1uadMCkpmNGxAby5+RBNre28uzWfmc+s449f7GdIpB+fPjCVhXdO\nYnCYY173/Um+2hXCQAK93bl/1mCeXpnFd4cqmZQUbO8iOay88joWbS9gWWYxzW0deLi60NTWQeUZ\n5uTx9XClrrmN3LJ6/nL1KMPNuWiNxpZ2nv0qmzFxgVw6KsrexRlQfD1ciQn04mAXiZ7Wmme/yiI6\nwJObJsfbqHTCVmakhvGXq0fxi0928ZvPdvPX6/qv1uFgeR2B3m6E+Dhm7U5iqLnZ3aFj9QyP9rdz\naYwvt7yOo7XNTjkQS2dKKe6ensRPP8xg6l/WUNXQyqTEYF68cRxTZGL0c5JETwiDuXNaEu98k89T\nX+7n0wemOdVwybZQXN3In1fsZ/muEkwuitlDwokM8KC5tQM3VxeiAzyJDPAiKsCTyABPIv098XY3\n8fzX2by09iCtHR08c+0Yh5lkuCtvbTlEaW0TL900Tq4lO0gO9/2hOd3ZrM8qZ8eRav5y9Sg8XKU2\nzxldlxZHTlkdr23M46dzUojrp7ksDx41D8TiqP/rJ6ZYyC3v+bQkA01dcxsPvb8DP09X5g6PsHdx\n+t0lo6J4ZX0uXu4mXroglenJoQ57ndtSnyR6Sql5wIuACXhDa/3UKeuVZf0lQAOwQGu9oy/OLYSz\n8XI38ejcVJ5YvJuv9x3lwhGR9i6SYXR0aGqbWqluaKWqoeWH31UNrdQ0tFB2vJnPM4rQGh75UTK3\nTkkg3N+zW8d+/MIhmFxceH51NmNiA7ljWmL/vhgb2F9Syyvrc7lgeITUDttJSrgv27ZV0NGhz1hT\nrLXmr19lER/szbUTYu1QQmErt05O4LWNeazcU8q9/dSMOqfsOPNGOu5nhre7Kwkh3tJPvQvtHZqf\nfrCTnLI6Ft45kdgg5x+AxM3kwspHZ9i7GA7H6kRPKWUC/gFcABQC25VSS7XW+zptdjGQYvmZDLxi\n+S2EOIPrJsTy+qY8nl6VxY+GhuNqGtjdab/aW8qTS/ZSdryJs3Wjc1EQ4OXGnGERPHHx0F598D0y\nJ5lthyp4fnU2V4yNdujO7fuKa7nljW/x9XDlycuG27s4A1ZKhC9NrR0UVjWecTS4VXtL2Vtcy7PX\njcFtgP+fO7v4EG9GRPuzYk9JvyR6FXXNVDW0OuxALCcMjfTjQIntpqRwRE99uZ81B8r43ytGcH5K\nmL2LIwysL2r0JgEHtdZ5AEqpD4ErgM6J3hXAu1prDXyrlApUSkVprUv64Pw2t3DhwtOWjRgxgokT\nJ9La2sr7779/2vqxY8cyduxYGhoa+Oijj05bn5aWxsiRI6mpqeGzzz47bf3UqVMZMmQIx44dY/ny\n5aetnzFjBoMGDaK0tJSVK1eetn7OnDnExcVRUFDAmjVrTls/b948IiMjycvLY+PGjaetv+yyywgN\nDSUrK4utW7eetv6qq64iICCAPXv2kJ6eftr666+/Hm9vbzIyMsjIyDht/S233IKbmxvbt29n7969\np61fsGABAN988w3Z2SdPP+Dq6sqtt94KwIYNGzh06NBJ6728vLjhhhsAWL16NYWFhSet9/f35+qr\nrwZg5cqVlJaWnrQ+JCSEyy+/HIBly5ZRUXHyBLiRkZHMmzcPgMWLF1Nbe/I3kbGxscydOxeARYsW\n0dh48lDrSUlJzJw5E4D33nuPtjbzaGNpbu58VBzAUx9t4Lc3zQYG5rXnmTKV336RS2KgO6nB9XiZ\nNN6mDrxMGi9TB1fMm0t8RDBHcrPY8f330FLM6iW7fti/p9femHYTWxuCuO9vS7gkot7u197sCy8m\n++hxFq3czP5jLRQ2utKiFW4KvNxMhAYH4OlqoqbyGHS04qY0ri6arDoPPF1d+PDB84gL9u7RtXdC\namoq06ZNAwbmtdcX73snbrpf+eBzhvie3D/0lltu4ZX1uUT7mqjZtZqFu0/e397Xnj3e905w1msv\nosWbtcU+7Mo5wuiU+D699vIb3IBADmV8Q8P4CIf9zHWpD+FQhQuNLe2sXrVCrr1T1IWP5vVNJVw7\nJoz2rPUsPGXsNiO87znqtdf5fc9Z9EWiFwMUdHpeyOm1dWfaJgY4LdFTSt0H3AcQHy+d0sXANcyv\nhVjPVt7IbOBA/TZunRJPuwbTAGqSvqvGg8+XH2RCQhC/mR5EZnrhadskBHsR4O1OYR+11Y/wbCct\nsIntVV6kBdpm7qszadfwTpbiJ1tWWZa44GNyJ86rFW9TB61a4epuIsDHnabWdhrbobnNRJuG1g5F\noFs7PxnvSaKlz4uwjxMjb5Y3mxhyyoBwRyobyCys4bZRvrj0/8j7wgCG+zWz9pgP6w5WMzqlb+9x\nypvN/TvDPE6fa8yRxPiA1pBlw4nmHUV+gxv/2lTC+SmhPDozjtVf7et6JzGgKXMlmxUHUOpaYJ7W\n+h7L89uAyVrrhzttsxx4Smu92fJ8DfArrfXpXwV0kpaWps/0bYEQA0VVfQvvfXuYD747QnFNE+F+\nHtw4KZ4bJ8YRHehl7+L1q0++L+QXn2QyJSmENxek2XT+t6r6FmY+s44JCUG8feckm533hNb2Dh7+\n9w5W7T3K3dOTmDoohCGRfsQGeUnncwc05c9rmDIomBduHHfS8lc35PLUlwfY9MvZ/TY4hzCeC5/f\nQKC3Ox/9eGqfHvf3S/fycXoBe/7nIod+nzhcUc/MZ9bz1NWjuHGSfOF/Qv6xeq58eQshPu4sfvA8\nArzc7F0kYUNKqe+11mk93a8v7pyKgLhOz2Mty3q6jRDiFEE+7vxkTgoPzBrM+qxy3tt2mL+tzeHv\na3OYMyyC+2YMYmKi8wyy0dTaTnF1I2sPlPGnFfuZnhzKa7el2XxesSAfdx6Ylcz/rTzA94crmZDQ\n/zGuqm8hp6yOg2V1fLmnhE05x/j95cNZcF5Sv59b9K/RsQFkFtactvzL3SWMiQ2QJG+AuXhkFC+t\nzaHseBPhft0bLKo7csqOk+zAI26eEBfkjY+7if0lMiDLCTWNrdz9znYU8NaCiZLkiW7ri0RvO5Ci\nlErCnLzdCNx8yjZLgYct/fcmAzWO2j9PCHtwNbkwd3gEc4dHUFDZwL+/O8JH2wu4+fVv+fyh8xgR\nbfzJUrXWVNa3UFTdSHF1I0XVTebfVY0U15iXHav7Tx+m2UPCeOXWCXi62We4+TumJfDm5kP8dVU2\nH9w3pc+OW3a8iYNH68gpqyOn7Dg5R+vILa876bX7uJv4wxUjuH1qYp+dV9jPuPggvtp3lKr6FoIs\n85sVWJpt/vrioXYunbC1S0dH8eKaHBbvKOL+mYP75JgdHZo9RbXMc4JRml1cFEMi/dhfKk03Ados\nLTyOVDbw3t2TSQiR5vii+6xO9LTWbUqph4FVmKdXeEtrvVcpdb9l/avACsxTKxzEPL3CndaeV4iB\nKi7Ym1/NG8p95w/iwhc28viiTJb+5DzDzr9VUtPIzz/OJD2/iua2jpPWebmZiA70JCbIPBpddIAX\n0YFexAZ5MSEhyK6jjXq7u/LQ7MH8z7J9fHPwGNOSQ606ntaaPyzfx9tb8n9Y5ufpSkq4L3OGRpAc\n7ktyhC8p4b5EB3g51aTtA92JyYwzCquZPSQcgC/3mL/rlEnsB57UCD/OSw7hzc2HWDAtsU++zDpY\nXkdNYytpiUF9UEL7Gxblz7LMYrTWDl9Daa1F6QVsyjnG/10ziskyObjooT7p9KK1XoE5meu87NVO\njzXwUF+cSwhhFuTjztPXjObOhdt57qtsnrhkmL2LdJrvD1fy43/toLGljVsmJxAXbE7kYiw/gd5u\nhv4Qv2lSPK9tNE9zsXhQiFXJ19tb8nl7Sz7Xp8Uyf0wMKRG+hPt5GPr1i74xOjYAFwU7j/wn0fti\ndymjYqTZ5kD14KxkbnljG4t3FHHzZOv7oW3PrwRwmqb8Q6P8eX+buW96jJP3Rz+X9g7N6xvzGBMX\nyPVpcV3vIMQpbDe6gRCiz80eGm5ORjblMTTKj6vGGWPC5ea2dl5Zn8s/1h0kJtCLf987mdQIx5vb\nydPNxM8uHMLPP87klQ25PDQ7uVfHWb3vKH/8Yh8XjYjgqatHS23dAOPj4UpqhB8ZBdWApdlmQTW/\nnDfEziUT9jJtcAijYwP458ZcbpgYh8nK94T0/CpCfT1IOMNcjY5oWKT58+JASe2ATvRW7S0lv6KB\nV+YNlS8FRa/I7KxCOLjfXjqMSYnBPLYok6e+PED72WYUt5GMgmoufmETL6zO4aIRkSx5aLpDJnkn\nXDM+hsvHRPPsV1l8d6iy2/tprdmQXc5tb27jnnfTGR7tz/M3jJUkb4AaFx9ExpEqOjo07207jMlF\ncdW4GHsXS9iJUooHZw3mcEUDK3ZbP2TB9vxKJiYGOU0yMMSS6A3kAVm01ry6IZekUB8udIK+l8I+\nJNETwsH5eLjyr7snc/PkeF7dkMudC7dTdtw+879VN7Rw77vpNLd18O5dk/j7zeMJ8Hbs0cGUUvz5\nqpHEB3vzyAc7WXvgKBV1zV3u98qGXO546zuySo/zi4uG8P49U2w6RYQwlnFxgdQ2tbGvpJZF2wu4\naEQEUQEDt6ZCwIXDIxkU5sMbmw91vfE5lNY0UVjVSJqTNNsE8PN0Iy7Ya0APyLI1t4JdhTXce/4g\nq2t8xcAldx1COAF3Vxf+dOVIRkT784dl+5j3wiaeuXY0c4ZF2LQcv1u6l6r6FpY87BgjgXaXn6cb\n/7hlPDf+81vuWmie2zMu2IsxsYGMjTP/jIgO+GEaiOW7inl6ZRbzx0Tz1+vG4O4q36kNdGPjzQOy\n/PGLfVQ3tMqIqgIXF8VtUxL4n2X72Ftc0+v3zPTDJ/rnOcdALCeMiAogPb+S1vYO3Ow4MJe9vLn5\nEKG+Hlw9Xmr+Re9JoieEk1BKccvkBCYlBvPIhxnc+246H98/jQkJtvnwX7mnhCUZxTw2N9WpkrwT\nRkQHsO2/5rC7sIbMwmoyCqrZeaSa5bvMza5MLoohEX6MiPZnSWYxExODeOa60ZLkCQCSw3zx83Dl\n27xKhkT4MTnJeWpfRO9dNS6Gp748wIffFfC/V/Yy0cuvwtvdxPAo/z4unX1dMyGWlXtL+XJPKfPH\nRNu7ODZVWtPEuqwy7p852G5TDAnnIImeEE4mJcKPj348hXkvbOIXn2Sy4pHz+/2Doux4E//12R5G\nxvjz4Oy+mRfKiLzdXZk8KOSkIa7LjjeRWVBDZoE5+Vu5t5TkMF9euy3NsFNeCNtzcVGMjgtgy8EK\nbp+W4DR9qYR1Ar3duXRUFJ/vLOKJS4b2qnn39vxKxsUH2nU6mv4wZ2g4SaE+vLEpj8tHRw2o/5lP\ndxTSoZGRNoXVnOtdQQgBmJsaPnXNKPLK63n+6+x+PVdHh+bxRZnUt7Tx/PVjB1wTm3A/Ty4YHsHP\nLxrCe/dMJvPJC/nikek/TIwtxAkzUsII8/PgyrHSFEv8x02T4zne3PZD64CeON7Uyv6SWtISnK+G\n2MVFcdf0JHYV1pB+uMrexbGZjg7NR+kFTE4KJjFUJkcX1hlYd2RCDCDnp4Rx06Q4Xt+Ux++X7mVJ\nRhGHjtXT0cejcr66MZfNB4/xu8tHkOLAo2v2FRcXNaC+eRbdd9+MQWz65Wx8PKQxjfiPtIQgksN9\n+fe2Iz3ed+2BMjo0TB3snBNpXzM+hkBvN97YlGfvotjMtkOVHK5o4IaJUpsnrCefNkI4sd9cMozi\n6iY++O4IC7/JB8DP05XRsQGMiglkTGwA01NC8fPs+ciYLW0dLNp+hGe/yubS0VHcKB9KQpyTUkr6\n24jTKKW4aVI8/7t8HwfLjpMc3v0vzD5OLyQ2yItJTjTiZmfe7q7cMjmel9fncriinoQQ56/h+ii9\nAD8PVy4eGWXvoggnIImeEE7Mz9ONd+6aRGt7BzlH69hVWM2uohp2FVbzxqY82jo0fp6u3D41gTvP\nSyLU16PLY7a2d/Dp94X8be1BiqobmZQYzJ+vGiW1WEII0UuXj47ij1/sY1lmCY9d0L1Er6CygS25\nx3h0TqpTz895+9REXtuYx9tb8vn9/BH2Lk6/qmtuY8XuEq6dEPvDKM5CWEMSPSEGADeTC8Oj/Rke\n7c+NlmVNre1kFlSz8Jt8Xl6fy/vbjvDmHWlMOEtfj7b2DhbvLOJva3MoqGxkTFwgf756FDNSQiXJ\nE0IIK4T7ezIlKYRlu4p5dG5Kt95TP91RCMA1E5y7z2eEvyeXj4nmo/QCHpub6vBzs57L2gNlNLd1\ncOU45/6bCtuRPnpCDFCebiYmDwrhlVsnsOrRGQR6uXHz69tYtbf0pO3a2jtYvKOQuc9t4Jef7CLQ\ny523FqTx+YPTmJkaJkmeEEL0gcvHRJNXXs/+kq4nCe/o0HycXsj05FBig7xtUDr7unt6Eg0t7Xyw\nvef9GB3Jl7tLCPPzYEK8c82JKOxHEj0hBKkRfnz6wDSGRvlz/3vfc+sb2/g4vYAXV+dw/tPrePyj\nTLzcXXn99jSWPnwePxoaIQmeEEL0oXkjIzG5KJbtKu5y2615FRRVN3LdABl+f0R0ANMGh7BwSz6t\n7R32Lk6/aGhpY31WOfNGRDp1U1xhW5LoCSEACPH14IN7J/PIj1I4XFnPLz7ZxfOrs0kO9+W12ybw\nxU+mc8FwSfCEEKI/BPu4Mz05lGWZxWh99tGRK+qa+d3SvQR5u3Hh8AgbltC+7jk/idLaJlbs7vk0\nFI5gQ1Y5ja3tXDwq0t5FEU5E+ugJIX7g7e7KYxek8ujcFHYX1RDo5U58iPM3CxJCCCO4bHQUv/hk\nF29uPsTQSH+CfdwJ9XUnyMcdN5MLtU2t3P7WdxRUNvDuXZMG1Cius1LDGRzmw+ub8pg/JtrpvnRc\nsaeUYB93px1BVdiHJHpCiNMopRgdG2jvYgghxIBy4YhI/rB8H3/8Yv9p6/w9XTG5KOqa23jt9jQm\nD3LOufPOxsVFcff0Qfzms91sO1TJFCd6/U2t7azdf5T5Y6NxNUljO9F3rEr0lFLBwCIgEcgHrtda\nV52yTRzwLhABaOA1rfWL1pxXCCGEEMLZBHi5sfWJOZTWNFJR10JlfQvH6luorGuhsr6Z6sZWrhwX\nw+wh4fYuql1cPT6GZ1Yd4I1Nh5wq0ducc4z6lnbmydx5oo9ZW6P3a2CN1voppdSvLc9/dco2bcDP\ntNY7lFJ+wPdKqa+11vusPLcQQgghhFPx9XAlOdyP5IGZy52Tp5uJ26Yk8Ld1B8krr2NQmK+9i9Qn\ntuZV4OHqwlQnSl6FMVhbP3wF8I7l8TvAladuoLUu0VrvsDw+DuwHZIIQIYQQQgjRI7dOTcDNxYW3\nt+Tbuyh9ZseRKkbFBODuKs02Rd+y9oqK0FqfGP6oFHPzzLNSSiUC44BtVp5XCCGEEEIMMOF+5gnU\nP91RSHNbu72LY7Xmtnb2FtUyPkHmzhN9r8tETym1Wim15ww/V3TeTpvHAj7reMBKKV/gU+BRrXXt\nOba7TymVrpRKLy8v78FLEUIIIYQQzm7eyEgaWtrZcbja3kWx2p6iWlraOxgfLwOgib7XZR89rfXc\ns61TSh1VSkVprUuUUlFA2Vm2c8Oc5L2vtV7cxfleA14DSEtLO/tEMkIIIYQQYsCZMigYVxfF5oPl\nTB3s2P3adh4xj2E4Pl5q9ETfs7bp5lLgDsvjO4Alp26gzBOdvAns11o/Z+X5hBBCCCHEAObn6cb4\n+CA25Ryzd1GstuNIFbFBXoT7e9q7KMIJWZvoPQVcoJTKAeZanqOUilZKrbBscx5wG/AjpVSG5ecS\nK88rhBBCCCEGqPNTQtldVENlfYu9i2KVHYerpTZP9BurEj2tdYXWeo7WOkVrPVdrXWlZXqy1vsTy\neLPWWmmtR2utx1p+Vpz7yEIIIYQQQpzZ9JRQtIYtBx23Vq+4upHS2ibpnyf6jYzjKoQQQgghHMro\n2ED8PV3ZlOO4A/ftONE/T0bcFP1EEj0hhBBCCOFQTC6K6SmhbMo5hnngd8ez43A1nm4uDIvyt3dR\nhJPqctRNIYQQQgghjOb8lDBW7C7lYFkdKRF+9i5Ol9o7NJmF1azPKmdDdjm7CquZOigEN5PUu4j+\nIYmeEEIIIYRwOLOGhKEULMss5vELh9i7OGd0tLaJDdnmxG5zzjFqGltRCsbGBfLTOSncODHe3kUU\nTkwSPSGEEEII4XCiAryYlRrGovQCHpmTgqsBasZa2jpIP1xpTu6yyjlQehyAMD8PLhgewczUMKYn\nhxLk427nkoqBQBI9IYQQQgjhkG6enMC976az5kAZF42I7NG+dc1tLM0oZm9xDa4uikBvd+4+Pwl/\nT7ceHaegsoH1lsRua+4x6lvacXVRpCUG8at5Q5mZGsawKD/MU0sLYTuS6AkhhBBCCIc0e0gYkf6e\nfPDdkS4TvbrmNvaX1LKnqIbMgmq+2neUhpZ2Ar3NiV1NYyv5FfW8eOO4cx6nsaWdbw9VsCGrnI3Z\n5eQdqwcgNsiLK8fFMDM1jGnJofh6yG22sC+5AoUQQgghhENyNblw/cQ4/rY2hwOPp2AAAAp4SURB\nVILKBuKCvX9Yl1lQzTe5FewtrmFvcS35FfWcGKAz1NedS0dFcfPkeMbGBaKU4m9rcnj262zmDItg\n/pjoH46jtSa3vO6HQVS2Haqkpa0DD1cXpg4O4dYpCcwcEsagUB+ptROGIomeEEIIIYRwWDdMjOPv\na3N4b9thnrh4GACbc45x65vbAIgJ9GJkjD9XjYthZIw/I6IDCPfzOC0pe2DWYNZmlfHbz3bj426i\n7Hgzuwpr2JhdTlF1IwDJ4b7cNiWBmalhTEoKxtPNZNsXK0QPSKInhBBCCCEcVkygF/PHRPP6xjym\nDQ5lbFwgv/gkk8FhPnz046mE+Hp06ziuJheev34sl7y0ibvfSQfA18OV85JDeGh2MjNSQ4kN8u7i\nKEIYhyR6QgghhBDCof3pqlEcKD3Ow//eQVpCEGXHm1n8wLRuJ3knJIb68OkD0yg/3sygMB+iA7xw\ncZHmmMIx2X8cWiGEEEIIIazg4+HKG3ek4W5yYV1WOQ/NGsyYuMBeHWtYlD8zUsOIDfKWJE84NKnR\nE0IIIYQQDi82yJu375zIF7tKePhHKfYujhB2J4meEEIIIYRwCqNjAxkd27uaPCGcjTTdFEIIIYQQ\nQggnI4meEEIIIYQQQjgZqxI9pVSwUuprpVSO5XfQObY1KaV2KqWWW3NOIYQQQgghhBDnZm2N3q+B\nNVrrFGCN5fnZ/BTYb+X5hBBCCCGEEEJ0wdpE7wrgHcvjd4Arz7SRUioWuBR4w8rzCSGEEEIIIYTo\ngrWJXoTWusTyuBSIOMt2LwC/BDqsPJ8QQgghhBBCiC50Ob2CUmo1EHmGVf/V+YnWWiul9Bn2vwwo\n01p/r5Sa1Y3z3QfcZ3lap5TK6mqffhIKHLPTuR2JxMlM4tA9Eqezk9h0TWJ0dhKb7pE4dU1idG4S\nn65JjM6ut7FJ6M3JlNan5Wbd39mchM3SWpcopaKA9VrrIads8xfgNqAN8AT8gcVa61t7fWIbUEql\na63T7F0Oo5M4mUkcukfidHYSm65JjM5OYtM9EqeuSYzOTeLTNYnR2dk6NtY23VwK3GF5fAew5NQN\ntNZPaK1jtdaJwI3AWqMneUIIIYQQQgjhyKxN9J4CLlBK5QBzLc9RSkUrpVZYWzghhBBCCCGEED3X\nZR+9c9FaVwBzzrC8GLjkDMvXA+utOacNvWbvAjgIiZOZxKF7JE5nJ7HpmsTo7CQ23SNx6prE6Nwk\nPl2TGJ2dTWNjVR89IYQQQgghhBDGY23TTSGEEEIIIYQQBuM0iZ5SKk4ptU4ptU8ptVcp9VPL8mCl\n1NdKqRzL7yDL8hDL9nVKqb93Oo6fUiqj088xpdQLZznnBKXUbqXUQaXUS0opZVk+Qym1QynVppS6\n1havv7sMFqfHLeXYpZRao5Tq1dCxvWGwONxvWZ6hlNqslBpuixh0h5Hi1Gn9NUoprZSy64heRoqN\nUmqBUqq80zHusUUMumKkGFnWXd+pLP/u79d/LkaKjVLq+U77Zyulqm0Rg+4wWJziLcfeqcyfW6d1\nUbEHg8UoQZk/z3cppdYrpWJtEYOzsVNs/qSUKlBK1Z2y3EMptcgSs21KqcT+e+U9Y7A4Geoe2mCx\n6fl9s9baKX6AKGC85bEfkA0MB54Gfm1Z/mvg/yyPfYDpwP3A389x3O+BGWdZ9x0wBVDAl8DFluWJ\nwGjgXeBae8fGwHGaDXhbHj8ALBqgcfDvtM18YKW9rxMjxqlTGTYC3wJpEpsfrqEF5zqmxEgDpAA7\ngSDL83CJzX/+tzpt8xPgLXtfO0aME+a+NQ9YHg8H8u0dHwPG6GPgDsvjHwH/GoCxmWI5b90pyx8E\nXrU8vhEb3vM4WJwSMdA9tMFi0+P7ZrtfXP34h1kCXABkAVGd/lhZp2y34Gx/CCAVKMDSl/EMf/gD\nnZ7fBPzzlG0WGuEiNXqcLMvHAVskDtwEfGnv68KocQJeAC7FPKiTXRM9I8XmXMc00o+dY/Q0cI+9\nY2DE2Jyy3TfABfaOhxHjBPwT+JXl8VTgG3vHw4Ax2gvEWR4roNbe8bBlbE7Z7tSb9FXAVMtjV8yT\nZp/zGAMxTp2WL8SA99BGiI1lXbfum52m6WZnlurwccA2IEJrXWJZVQpE9OBQJ75x0WdYFwMUdnpe\naFnmMAwWp7sxfytoc0aIg1LqIaVULuab0Ud6cE6bsXeclFLjMd9AfNGzkvc/e8fG4hpLU6pPlFJx\nPTinTRggRqlAqlJqi1LqW6XUvB6cs18ZIDYnypEAJAFre3BOmzFAnH4P3KqUKgRWYK79NBQDxCgT\nuNry+CrATykV0oPz9hsbxeZcYjDf3KO1bgNqAEPEpjMDxMmwDBabbt03O12ip5TyBT4FHtVa13Ze\nZwloT4J6I/BBHxbPMIwUJ6XUrUAa8Exvj2HFuQ0RB631P7TWg4FfAb/tzTH6k73jpJRyAZ4DftaT\n/WzB3rGxWAYkaq1HAV8D7/TiGP3GIDFyxdx8cxbmGojXlVKBvThOnzJIbDrv/4nWut2KY/QLg8Tp\nJmCh1joW8xRS/7K8NxmCQWL0c2CmUmonMBMoAux+PRkkNoYncTo7I8WmJ/fNhnmD6gtKKTfMf4T3\ntdaLLYuPKqWiLOujgLJuHmsM4Kq1/t7y3NSpA+UfML95de5kHGtZZnhGipNSai7wX8B8rXWzlS+t\nR4wUh04+BK7s1QvqJwaJkx8wElivlMrH3H59qbL/gCxGiA1a64pO/z9vABOsfGl9xigxwlzrsFRr\n3aq1PoS5n0WKlS/PKgaKzQmGvDEzUJzuBj4C0FpvBTyBUKteXB8xSoy01sVa66u11uMwf7ajtbbr\n4D42js25FAFxlv1cgQCgoscvqJ8YKE6GY6TY9PS+2WkSPaWUAt4E9mutn+u0ailwh+XxHZjb1nbH\nTXT6wNNat2utx1p+nrRU19YqpaZYzn17D45tN0aKk1JqHOY+D/O11t36B+krBotD55vNS4GcXr2o\nfmCUOGmta7TWoVrrRK11IubBWOZrrdOte4W9Z5TYWMoS1ek484H9vXpRfcxIMQI+x1ybh1IqFHNT\nzrzevTLrGSw2KKWGAkHA1l6/qH5gsDgdAeZYyjUMc6JX3suX1meMFCOlVKj6Ty3nE8BbvX5hfcDW\nseli387nvBZYa6kJsjuDxclQjBSbXt03awN0bOyLH8wj3GhgF5Bh+bkEc/vnNZhvnlcDwZ32yQcq\ngTrM3/YO77QuDxjaxTnTgD1ALvB3+GEC+omW49Vj/rZmr73jY9A4rQaOdirH0gEahxcxd2DPANYB\nI+x9nRgxTqdssx77j7ppmNgAf7FcQ5mWa+icxxmgMVKYm//uA3YDN0ps/vO/hbn/2VP2vmaMHCfM\nI+1tsfyfZQAX2js+BozRtZbzZWNuXeAxAGPztGW/Dsvv31uWe2IelfQg5lFLB9n72jFonAx1D22w\n2PT4vvnEP6YQQgghhBBCCCfhNE03hRBCCCGEEEKYSaInhBBCCCGEEE5GEj0hhBBCCCGEcDKS6Akh\nhBBCCCGEk5FETwghhBBCCCGcjCR6QgghhBBCCOFkJNETQgghhBBCCCcjiZ4QQgghhBBCOJn/B4tB\nCrpRjIleAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f2670f940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Reg = ta.abstract.LINEARREG(data, 20)\n",
    "slope = ta.abstract.LINEARREG_SLOPE(data, 20)\n",
    "fig, (ax, ax1) = plt.subplots(2, 1, sharex=True, figsize=(15,7))\n",
    "ax.plot(data.close)\n",
    "ax.plot(Reg)\n",
    "ax1.plot(slope)\n",
    "plt.hlines(0,slope.index[0],slope.index[-1] , linestyles='dashed', alpha=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6、 Volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ta.ATR?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "atr = ta.ATR(data.high.values, data.low.values, data.close.values, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9GGOuB64HiI8fXBtqioiIDDYPL9nB5qI6nrxiWtfat/qWdoprWiiuaaaoppkH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\nkpiKOhERERERkSSmok5ERERERCSJ/T8US4kXpksMWgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23f267e0710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax, ax1) = plt.subplots(2, 1, sharex=True, figsize=(15,7))\n",
    "ax.plot(data.close)\n",
    "ax1.plot(pd.Series(atr, index=data.index))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
